{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "from tensorflow.python.keras.models import load_model\n",
    "\n",
    "from utility import clean_data, plot_images\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = ['angry','disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(y_true, y_pred, classes,\n",
    "                          normalize=False,\n",
    "                          title=None,\n",
    "                          cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    This function prints and plots the confusion matrix.\n",
    "    Normalization can be applied by setting `normalize=True`.\n",
    "    \"\"\"\n",
    "    if not title:\n",
    "        if normalize:\n",
    "            title = 'Normalized confusion matrix'\n",
    "        else:\n",
    "            title = 'Confusion matrix, without normalization'\n",
    "\n",
    "    # Compute confusion matrix\n",
    "    cm = confusion_matrix(y_true, y_pred)\n",
    "    # Only use the labels that appear in the data\n",
    "    #classes = classes[unique_labels(y_true, y_pred)]\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    print(cm)\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    im = ax.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    ax.figure.colorbar(im, ax=ax)\n",
    "    # We want to show all ticks...\n",
    "    ax.set(xticks=np.arange(cm.shape[1]),\n",
    "           yticks=np.arange(cm.shape[0]),\n",
    "           # ... and label them with the respective list entries\n",
    "           xticklabels=classes, yticklabels=classes,\n",
    "           title=title,\n",
    "           ylabel='True label',\n",
    "           xlabel='Predicted label')\n",
    "\n",
    "    # Rotate the tick labels and set their alignment.\n",
    "    plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n",
    "             rotation_mode=\"anchor\")\n",
    "\n",
    "    # Loop over data dimensions and create text annotations.\n",
    "    fmt = '.2f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i in range(cm.shape[0]):\n",
    "        for j in range(cm.shape[1]):\n",
    "            ax.text(j, i, format(cm[i, j], fmt),\n",
    "                    ha=\"center\", va=\"center\",\n",
    "                    color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "    fig.tight_layout()\n",
    "    return ax\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = clean_data('data/train.csv')\n",
    "train = train_data.feature.reshape((-1, 48, 48, 1))/255\n",
    "train_x = train[:-2000]\n",
    "train_label = train_data.label[:-2000]\n",
    "train_onehot = train_data.onehot[:-2000]\n",
    "test_x = train[-2000:]\n",
    "test_label = train_data.label[-2000:]\n",
    "test_onehot = train_data.onehot[-2000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn = load_model('cnn2.h5')\n",
    "dnn = load_model('dnn2.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn_predict = cnn.predict(test_x)\n",
    "cnn_cls = np.argmax(cnn_predict, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dnn_predict = dnn.predict(test_x)\n",
    "dnn_cls = np.argmax(dnn_predict, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix, without normalization\n",
      "[[135   3  32  32  36   8  60]\n",
      " [  3  10   1   1   1   2   6]\n",
      " [ 18   0 126  18  47  18  32]\n",
      " [  5   1   6 438  16  12  33]\n",
      " [ 28   0  36  39 149   4  71]\n",
      " [  7   1  19  25   6 166  13]\n",
      " [ 11   0  25  40  44   6 210]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8e7b105908>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VyxZRslQgHTpbUXNv79yVXTu2O6orYvlSypYrR7FixcidOzddunZn44b1juooUSqQEqUCCQ61atrtO3dnx/atFC1WnON/HwXg+N9HubloMUf1eoa9osXd5hmjgF0ux68Db6lqReA0MNROHwqcttPfsvO5JVsYRRFpDrQGGti1wmggHxCnV4PIJODZFKILKY4/BgYBg7Fqjo5x+I/9yfsbly8kqHxFAE7HHCep2Lu3b0ETlcIBGTe0qXHixAliY2MBuHjxIsuXLaVylaqOyAaIiTnBGRf5q1Yso2LlKnz56Qwili3hg+lfJPe75UR9J1Pqi1hGxUpVaN+xC2tXrwRg/ZpV3FqhkmM6AYJKl2Hzpo38888/qCoRK5ZTpWo1R3UUK16CkqWC2L9vDwDrV6+gYuVqtGzXkR+/+RKAH7/5klbtOzmq12McaD6LSBDQEet7jVjV3pbALDvLp1yNCd/VPsY+30o8qCZnj+EeKIJl0f+xYxPXd5N/A3AnVrhOd+EUf8QKaZkbK9RnpnjjyRFs37yOs7GnGNiqDv1GPkHk6mUcOrgPP/GjWKkgRr5ghZ1es/hnFnz7KX7+ucibLx9PTvjQsSbLsaNHuWfoIBITEkhMTOSOHj3p0NG5l/z4saM8NGIoCYmW/C7de9C2fUcCb8pPUOmydGrTBIAOnbvx2FPPu5GW/fT9fewYo+4ban1+mkjnbj1o074j4fUb8cDwgUz74B0KFCjIxHc+dC8sA9QNr0e37nfSuH4YuXLlonbtYAYPvcf9hRnkhfGTeOz+wcRdiaN02XK8NvkjEhMTGXVPf7776lMCg8owedrnjut1i+fN46IiEulyPFVVp7ocv40VIjhplPNmINYlrvYhINDeD8QKf4yqxovIGTt/uqGFs0U0PzuI9k9YzePdQABWPOK5qlrQztMDK1byIBGphNU3mB9YiBXgO9CucT6uqp1SyP8Q64N72pPyVKpRW42T2ZyJcTLrDN3bNmL71i2OdT76FSmteRs+6jbfpYWPRqlqWGrnRKQT0EFV70/6rmO1AjfYTWREpDSwQFVrisivQHtVPWSf+x2o5y7eeraoKarqZeD2VE4VdMkzi6tV5MNAfVVVEekDVLHzRAARrgLsAZb6QE/HC24wGDzEkRUtjYAuItIBq3utMNaga4CI5LJri0FY9gH7f2ngkD1FrwjgtnM/W/QpZoJQYKuI/ALcD6Q6O1pEqgP7gGWq6uwcC4PBkDGyOPqsqs+oapCqlsPqNluuqv2AFUAPO9tAYLa9P8c+xj6/XD1oGmeLmmJGUdXVQG0P8u0EbvV+iQwGQ7qIeHPFylPATBF5GWuQdrqdPh34XET2AadwP/4A5FCjaDAYciAOzo907SpT1f1AeCp5LpGJbjNjFA0Gg2/IJitW3GGMosFg8D4mmp/BYDCkIJu4BnOHMYoGg8EnXLc11xnEGEWDweB1RECyiWswdxijmAqF8uX26SqThETfrcIockNun+n6/4AvV4SVDMjnM125/Z0eFLmO3nkyiDGKBoPBJxijaDAYDC446e3ImxijaDAYvI/YWw7AGEWDweB1xPQpGgwGw7WY5rPBYDC4YGqKBoPBkEQO6lPMGfVZg8GQoxEEPz8/t5tbOSL5RGSTHfZ4h4iMtdM/EZEDIrLV3oLtdBGRd+yIfr+ISIg7HaamaDAYfIJDzefLQEtVPS8iuYE1IrLAPveE7aHflduxIoNWAuoBH9j/08TUFLPIpUuXaNKwHvVCgwmtXZOXxo52XMd9w4dSvnQJwkNqJaedOnWKLh3aElyjCl06tOX06dOO6wW4d9gQypQqTmhwTa/Iv166fK3v0F9/0b5NS0Jq1SC0dk3emzLZ6zpjY2Pp16cndW6rRkit6o6HVM0w4sHmBrU4bx/mtrf0lhV1BT6zr9uAFbqgZHo6rptRFJExIvK4iIwTkdY+0NfNDk/gKHnz5mXB4mVsjNrKhsholixexKaNGxzV0a//QH6cM/+atDcnvk6zFq3YumM3zVq04s2JHoW0zTD9Bw5i9lzvxJW+nrp8rc8/Vy5efWMiW37ZQcSa9Xz0wfvs2rnTqzqffOxh2rRtR/T2XWyI3Op4SNUMIVZN0d2GHc3PZRv+L1Ei/iKyFTgOLFHVjfapV+wm8lt2MDxwiehn4xrtL1Wue01RVV9U1aU+UNUNcNwoiggFC1rxteLi4oiLi3PcRVLjJk258cZr40bP+3kO/e4eAEC/uwcwd87s1C51RPdNNzkTszo76fK1vpIlS1KnjtWdVahQIapUrcaRI4fdXJV5zpw5w9rVqxg42IoLnydPHgICArymzxM87FOMUdUwl21qSjmqmqCqwVhBqsJFpCbwDFAVqAvchBWiIHPlzOyFmUFEnhORPSKyBjsCn91B2sPef01EdtrWfqKdVkFENojIdhF5WUTO2+nNRWSui+x3RWRQanJEpCHQBZhgd8JWcPK+EhISqBdWh7KBt9CqVWvCw9PtsnCEE8f/pkRJqxVwS4kSnDj+t9d1Gpzhj4MH2bYtmrpefE/+OHiAosWKMeKeITQMD2HkiGFcuHDBa/rckTR524OaoseoaixW0Kr2qnrUbiJfBv7H1fAESRH9knCN9pcqPjOKIhKKFTgmGOiAZdFdz98MdAdqqGot4GX71GRgsqrehlX1dafnX3JUdR1WZK8nVDVYVX9P5brhSVX2mJgTGbo3f39/NkZGs/fAX0RGbmbHr79m6PqskpkXynB9OH/+PH179+CNiW9RuHBhr+mJj49na/QWhg0fwbpNW7jhhgJMmvCa1/R5hAN9iiJSTEQC7P38QBvgt6R+QrG+CN2ApC/hHGCAPQpdHzijqkfT0+HLmmIT4EdV/UdVz2IV1pUzwCVguojcAfxjpzcAvrP3v/JAT1py0kVVpyZV2YsWLebJJf8iICCAps2as2Sx9/upihW/hWNHrWd77OhRihbznaszQ+aIi4vjrt496NP3Lrp1v8OrugIDgwgMCkqujXa7owfboqO9qjNdxOPmsztKAivs8MabsfoU5wJfish2YDtQlKuVqvnAfqxQx9OwQiKny3XvU0zCDmQdjhXwvhPgzrLEc23582VSTpY4ceIEsbGxAFy8eJHly5ZSuUpVb6oEoEOnznz5xWcAfPnFZ3Ts3MXrOg2ZR1W5b/gwqlStykMPP+p1fbeUKEFgUGn27N4NQMSKZVStdh0HWvB4oCVdVPUXVa2jqrVUtaaqjrPTW6rqbXba3Ukj1HaTeqSqVrDPR7rT4UujuAroJiL5RaQQ0Nn1pIgUBIqo6nzgEa7Gdd4A3Gnvu8Zt/QOoLiJ57ep0KzdyzgGFnL6pY0eP0r5NS8JDatOkQTgtW7WmQ8dOjuoY3P8uWjVvxN49u6lSoQyf/m86jz7+FCuWLSW4RhUili/j0ccz3a+cLgPu7kvzJg3Ys3s3FcoF8cmM6e4vygG6fK1v/bq1fPXl56xcsYJ6YXWoF1aHhQvmu78wC0x66x2GDrqbeqG12b5tG48/9axX9bnFgeazLxBfeg4WkeeAgVhD6X8CW4CawFxgLTAbq8YnwERV/VREKgFfAPmxan39VDXQlvcGVv/hAeA8VpN8URpyGmFVny8DPVLrV0wiJDRM127Y7PDdp40vPW/nctyj8v9vfPn98eFrQpMGddkSFemYmcp7SyUt0ftNt/n+nNIlSlXDnNKbGXy6okVVXwFeSSfLvwJaY40U1VdVFZE+2KPWtrwngSc9kaOqa/HClByDweAZOWUwMCcs8wsF3rVHlWKBIde5PAaDIRMYo+gQqrqaq/2CBoMhh2Ki+RkMBkMSYmqKBoPBkIzg+OpXr2GMosFg8AGCn2k+GwwGw1VM89lgMBiSENN8ztGowuW4RJ/py5fH32e6Vu/NmLOLrFK3rO9cgQGcvRTvU32F8/nuK3Q53nfvpNMLCgTw988ZVtEYRYPB4BNM89lgMBiSyEHNZ7MQ1mAweB0fRPMrLyIb7ah934hIHjs9r328zz5fzp0OYxQNBoNPEHG/eUBSNL/aWA6r29vOY18H3lLVisBpYKidfyhw2k5/y86XLsYoGgwGn+CQP8W0ovm1xPKhCvAplvdtsKL5fWrvzwJaiRtFxigaDAavIwJ+fuJ2IxPR/IDfgVjbwTRcG7EvOZqfff4McHN6ZTUDLQaDwSd42DyOcedPUVUTgGDbufSPWFH8HMPUFA0Gg0/wYjS/BlhB7pMqea4R+5Kj+dnniwAn05NrjKLBYPA+njef0xeTejS/XVjGsYedbSCW932wvPEPtPd7AMvVjbt0YxQzwQMjhlGpbEkahF1187h921baNG9Ik/qhtGhcj6jITV7Tv3jRQmrVqEKNqhWZ8EbWw1ZOem4UPRtX554uTZPTpk4Yw5CODbm3WzPGPDiQ82fPJJ/bv3sHo/rezj2dmzC8azOuXL6Uad3X47NMSEjg9ub1GNy3OwA9Orbk9mbh3N4snLrVy3PP3T0d0+XL+7t06RLtWzSkZaNQmtarzRvjxwJw/7ABNAqtQbP6wTw88h7i4uIc0ZcRkrzkODD6nFY0v6eAR0VkH1afYVLAnenAzXb6o8DT7hTkKKMoIg+JyC4R+fJ6lqPv3QOY9dO8a9JGP/80Tz7zAqs3RPHM86MZ/bzbzz5TJCQk8PBDI5n98wKif9nJdzO/ZtfOnVmS2aZ7H8ZPnXlNWkjDZkybvYqPflpJULkKzJw22dIfH8/rT93PQ6MnMO3n1Uz89Ef8c+XOtO7r8VnO+OhdKlZOjmrBrHnLWbByEwtWbiKkbj3ad+rqmC5f3l/evHn5/ufFLF8bxbI1kaxYupiozRu5o1df1kT+SsT6aC5dvMiXn85wRF/GcN90zmI0v/2qGq6qFVW1p6pettMv2ccV7fP73enIUUYRK2ZrG1Xtl1kBLv0OmaZR46bceNO1a3pFhHPnzgFw9uxZSpQolVU1qbJ50yYqVKhI+VtvJU+ePPTs3Ye5P892f2E61AprQKEiAdekhTVqgX8u66OqWjuUE8eOABC1NoLylatToWpNAAoH3IS/f+bXbvv6szx6+BDLFy+gz92D/3Xu3NmzrFsdQdsOzoWL9eX9iQgFChYErBjT8XFxiAit296ebHTqhNbl6JFDjujLePkcqSl6nRwz+iwiHwK3AgtEZCZQASsSYG5gjKrOtmerfw4UsC97QFXXiUhz4CWsSZ1VgcpOl2/8G29yZ9cOvPDsk2hiIguXr3ZaBQBHjhwmKKh08nFgYBCbNm30iq4kFv3wNc3aW7WnQ3/8jojwzD29OHPqJM07dKPX0Acd1efNz3Lsc0/w7JjxnD9/7l/nFs+fQ6OmLShUuLBj+lLDm/eXkJBA22b1OLD/dwYPG0FI2NUYbnFxccya+SUvve4+qp7j2H2KOYEcU1NU1RHAEaAFltFbrqrh9vEEESmANW+pjaqGAL2Bd1xEhACjVNVxgwgw4+OPGP/6JHbsOcgrr0/iofvu8YYan/PVh2/h7+9Pq85WH3ZCfDy/btnE0298wJtf/MzapfOJXr/KUZ3e+iyXLZrPzUWLcVtwSKrnZ//wLV3u6OWIrvTw5rvi7+/PsjWRRO88QPSWSHbt/DX53NOPPkj9Rk2o37CxY/o8xepTdHb02VvkGKOYgrbA0/YEzgisGM9lsGqN00RkO/Ad14Y03aSqB9ISKCLDkyaMxsRk3L3W119+RueuVsd9tzt6sCXKO3GjS5UK5NChv5KPDx8+RGBgYDpXZJ7FP85k48rFPP3GB8kvbNESpbgtrD5FbryZfPlvoG7T1uzd+Yujer31WUZuXMfShfNoFFyZB+8ZwLrVEYy6dxAAp07GsG1LJC3b3u6IrvTwxbtSJCCARk2asWLpYgAmvvYSJ0+eYOz4CY7r8hRjFL2LAHeqarC9lVHVXcAjwN9Y0f/CgDwu11xIT6CqTlXVMFUNK1q0WIYLVLJkKdauXgnAqojl3FqhUoZleEJY3brs27eXgwcOcOXKFb77ZiYdOznXB5bE5tXL+Xb6u4x973Py5b/hqv5GLTi4ZxeXLv5DQnw82zevo2zFKulIyjje+iyfevFlNv76O2u37mHKtM9o2KQ5kz/6BID5c36kVdvbyZcvnyO60sNb9xcTc4IzsbEGO/0RAAAgAElEQVQAXLx4kVUrllGxchW+/HQGEcuW8MH0LzxyuuAtnJiS4wtyTJ9iChYBD4rIg6qqIlJHVaOxJmYeUtVEERkIeMV769CB/Vi7eiUnT8ZQo1JZnn5+NG+/+yHPPPEo8fHx5MuXl7ff/cAbqsmVKxdvTX6Xzh3bkZCQwMBBQ6heo0aWZI5//F5+2bSWM7GnuKtFbfo/8CTfTJ3MlbgrPD3Ump5SrXYoo8ZMpFCRAO4YOIIHe7UDEcKbtqJeszaZ1n09P0tXfv7xW+4b9YTjcn15f8ePHeWhEUNJSEwgMTGRLt170LZ9RwJvyk9Q6bJ0atMEgA6du/HYU887otNjstFAijvEzTzGbIWIHMSqAV4A3gYaYtV2D6hqJxGpBHyPtUB8ITBSVQvaAy2Pq2onT/TUCQnTFWu8O3jhivG87RzG87YztG1Wn23RUY6ZscJlqmnY4+6nAq0Y1TDK3TI/b5PmExWRdIfgVPWs88VJH1Ut53J4byrn9wK1XJKestMjsPoeDQbDdcI/mzSP3ZHez9wOrBqX650kHSvWwIbBYDB4RE5pPqdpFFW1dFrnDAaDISNYk7NzhlX0aChKRPqIyLP2fpCIhHq3WAaD4b+Gv5+43bIDbo2iiLyLNUG6v530D/ChNwtlMBj+e/yXlvk1VNUQEYkGUNVTSUFhDAaDwRMEK3hVTsCT5nOciPhhDa4gIjcDvpsbYDAYcj7ivunsSfNZREqLyAoR2WlH8xtlp48RkcMistXeOrhc84wdzW+3iLRzp8OTmuJ7WHP/iokVTrAXMNaD6wwGgyEZh5rH8cBjqrpFRAoBUSKyxD73lqpOvFanVAf6ADWAUsBSEalshzRIFbdGUVU/E5EooLWd1FNVf03vGoPBYHBFAD8HrKKqHgWO2vvnRGQXV4NUpUZXYKbtX/GA7Ww2HFif1gWeTsf3B+KwmtA5db20x4hAnlz/zdtsWKGoT/UVreesWzF3HF032af6nPii/3/B6bXNtqvAOsBGoBHwgIgMACKxapOnsQzmBpfLXCP9pV5ODxQ/B3yNVfUMAr4SkWcyfgsGg+H/K56MPCc5YnIX4tSSJwWxuvUetlfXfYDlYzUYqyY5KbNl9aSmOACoo6r/2IV5BYgGXs2sUoPB8P8PD2vVbkOcikhuLIP4par+AKCqf7ucnwbMtQ+To/nZuEb6S72cHhTyKNcaz1x2msFgMHiMn4jbzR1iLYuZDuxS1Tdd0ku6ZOsOJI17zAH6iEheESkPVALSjRSWnkOIt7D6EE8BO0RkkX3cFiuKlsFgMHiENdDiiKhGWAtJtttOpgGeBfqKSDCWjTqI7TBGVXeIyLfATqyR65HpjTxD+s3nJEu7A3ANR7YhlbwGg8GQNg551lbVNZDqLPD56VzzCvCKpzrScwgxPa1zBoPBkFGyi2dtd7gdaBGRClhWtjpWLBQAvBUAymAw/PdwsPnsdTwZaPkE+B/Wfd0OfAt848UyGQyG/yD/pcBVN6jqIgBV/V1Vn8cyjgaDweARIuAv4nbLDnhiFC/bDiF+F5ERItIZKOTlcuUoqlUuT92QWtSvW4fGDep6Vde9w4ZQplRxQoNrelVPErGxsfTr05M6t1UjpFZ1Nm5Ic3VUhvHzE9Z//RTfTx4BwAej72LjN0+z6Ztn+GrCUArkt5wxlS5xIwunPsT6r59i0zfP0K5x9fTEpssD9w6jUtmSNAirfU361A/eJTy4Bg1Ca/Hic09l/qZSMPLeoVQoU4L6oVejZDz/zJOE1a5Ow7rB9Ot1B7F2BL6scunSJdq3aEjLRqE0rVebN8ZbLgoeGTmclo1CadEwhKH9e3Ph/HlH9GWUnOI6zBOj+AhW8PmHsIbD7wGGOFUAESknIjl+LfWCxcvZsDmaNeu9O1up/8BBzJ670Ks6XHnysYdp07Yd0dt3sSFyK1WqVnNM9gN3tWD3geQ5tzw58Qfq9X6N8N6v8tex09zXpxkATw1rz/dLttCg7+sMeOZ/TH6md6Z19u0/gFk/zbsmbfXKFcyfO4fVG7ewPuoXHhz1WKblp+Su/gP5fva1A6MtWrVmQ9QvrNu8lQqVKvPmhNcc0ZU3b16+/3kxy9dGsWxNJCuWLiZq80bGvTqR5WujWLFuC0GlyzBj6vuO6Mso/5nms6puVNVzqvqnqvZX1S6qutYXhTP8m8ZNmnLTTb6JkHfmzBnWrl7FwMFDAciTJw8BAQGOyA4sHkD7xjX434/rktPOXbiUvJ8vb26SIk2qKoULWGN8RQrm5+iJM5nW26hxU25M8fnNmPYRDz/2JHnz5gWgWPHimZbvib5WrduSK5c1xlk3vB5HDh9yRJeIUKBgQQDi4uKIj4tDRChU2IpBp6pcvHjxulXJcnxNUUR+FJEf0tocLoe/iEyz/aMtFpH8InKPiGwWkW0i8r2I3GCX6xMR+dBeF7lHRDrZ6YNEZLaIRIjIXhEZbaePE5GHXe7rlSQfbE4hCF06tqNR/TBmfDzVSdHXlT8OHqBosWKMuGcIDcNDGDliGBcuXHBE9oQn7uS5yT+RmHhtiN2PxtzNwaXjqVLuFt6faQWMf+Wj+fTpEM6+hS/x45T7ePT17xwpQxL79u5l/do1tG7agI5tW7Al0ndrE7747H+0adfeMXkJCQm0ahxGzYqBNG3RipCwcABG3T+M2yqVZt/e3Qy9d6Rj+jxFHPKn6AvSqym+i+VLMa3NSSoB76lqDSAWuBP4QVXrqmptYBcw1CV/OSz3Px2BD0UkaapQuH1tLaCniIQBM7DWb2P3jfYBvkhZABEZnrQIPSYmY7GRl65YzbqNUfw4Zz4fffg+a1avytD12ZX4+Hi2Rm9h2PARrNu0hRtuKMAkB5p6tzepyfFT54je9de/zt075gtubfscvx04Ro+2ViigXu3D+OLnDVRs/wLdH/yA6S8PcLSpFZ8Qz+nTp1mych3jXnmdwf37JtdSvcmE18eTyz8Xvfr0c0ymv78/y9ZEEr3zANFbItm10+qZmvz+x2zb/QeVKldl9g/O/qh4So5vPqvqsvQ2h8txQFWTluxEYRm9miKyWkS2A/2wnEQm8a2qJtpxnvcDVe30Jap6UlUvAj8AjVX1IHBSROpgLVGMVtWTqdzvVFUNU9WwokWLZajwpQItT0TFixenS9duRG5Od2lljiEwMIjAoCDqhtcDoNsdPdgWHZ1luQ2Cb6VTs9v4bd5YPnttMM3rVmbGywOSzycmKt8tiqJbq2AABnZrwPeLtwCw8ZcD5MuTm6IBBbJcjiQCSwXSuWs3RITQuuH4+flxMibGMfmp8eXnn7Bo/jymffKFV4xBkYAAGjVpxoqli5PT/P396XZnL+bN+dFxfZ7g58GWHcgu5bjssp+ANan8E+ABVb0Ny9N3Ppc8KX/G1U36x8AgYDBWzdExLly4wLlz55L3ly1dQvUavhkZ9ja3lChBYFBp9uzeDUDEimVUrZb1gZYXp8yhYvsXqNpxNAOe/h8Rm/cw5PnPuLX0VV+PnZrVYs9BaxDmr2OnaB5eBYAq5W8hX97cnDjt3Ahqh85dWb0yAoB9e/dw5coVbi7qPb+TSxcvZPKbE5k56yduuOEGx+TGxJzgjD2SffHiRVatWEbFSpU58Ps+wOpTXDR/LhUrVXFMp6cIOSean6dOZq8HhYCjtpugflzr7qeniHwKlAduBXZjOZtsIyI3AReBblwdJf8RGAfkBu5yspDH//6bPr3uACAhPp5effrS1sE+opQMuLsvq1dGEBMTQ4VyQbzw4lgGDRnq/sJMMumtdxg66G6uXLlC+fK38sE0R39TkhERPh7Xn0IF8iMC2/cc5qHx1hqBp9/8kfdf6MuDd7dAFe558fNM6xk6sB9rV63k5MkYalQsy9PPj+bugYN5YMQwGoTVJk/uPHwwbYZjtbchA+5izeqVnIyJoVqFMjzzwmjenPA6Vy5fplsnK1xIWHg93p7yQZZ1HT92lIdGDCUhMYHExES6dO9B63Yd6Nq+BefOnUVVqVGzFq+/+W6WdWWGbGLz3CKe9p2ISF7bpbezBbC8585V1Zr28eNAQeBv4EngBJZn3UKqOkhEPgEuAWFAYeBRVZ0rIoOwDGERLJ9pX6jqWBc9HwKxqvq0uzKFhIapt6fWuOLLNaEJid7vK3PFeN52jotX0nXu4ihtm9VnW3SUYzdXolJN7ffm927zvdmlapQ7f4rexpO1z+FY/suKAGVEpDYwTFUdedvtPr+aLseugWfS+vlcqqojUkk/pKrdUibaAyz1gZ5ZKKrBYMgC/g501olIaeAz4Bas7rGpqjrZbiF+gzUecRDopaqnbf+Lk4EOWDHrB6nqlvR0eFLMd4BOwEkAVd0GtMjMDV0P7Ghe+4Bl9sCMwWDwMUmBq7LqZJar0fyqY1V0Rtrf8aexvuOVgGX2MVhLkivZ23DSrmgl40mfop+q/pGij8V39fgUqOqgNNI/wRqcSZm+E6vf0WAwXEecGNVNJ5pfV6C5ne1TIAJ4yk7/TK1+wg0iEiAiJW05qeKJUfzLbkKriPgDDwJ7MndLBoPh/yNJk7cdllmOq9H8bnExdMewmtdgGUzXCbFJ0fyyZBTvw2pCl8Ea/FhqpxkMBoPHeDgmVVREIl2Op6rqv5aJpYzm59qSVVUVkUyPKLo1iqp6HGsViMFgMGQaDyuKmYrmB/yd1Cy2g1gdt9MzHM3Pk9Hnafx7UjSqmmo8VoPBYEhJ0uTtLMtJI5ofVtS+gcBr9v/ZLukPiMhMoB5wJr3+RPCs+bzUZT8fVvjAfy9aNRgMhrQQr0fzew34VkSGAn8Avexz87Gm4+zDmpIz2J0CT5rP14QeEJHPgTUe3oDBYDAAljeprJJOND+AVqnkVyBDboEys8yvPFdHdv6TJKpy4XK8z/QVyp/bZ7rOXozzmS6A31e86T6Tgyz67ZhP9XWuUcpnuk5fuOIzXU6vfBIgV3bxtOAGT/oUT3O1T9EPOMXViZEGg8HgEdnFNZg70jWKdqdmba6O1iSqLxzNGQyG/xQ5KcRpukbRnu8zP8lZg8FgMGQKcWb02Rd40srfajtoNRgMhkyRVFN0t2UH0qwpikguVY3HWkazWUR+By5g3Z+qaoiPymgwGP4D5JAuxXSbz5uAEKCLj8piMBj+owjZJ9i9O9IzigKgqr/7qCwGg+G/SjZqHrsjPaNYTEQeTetkiiU2BoPBkC6+9FKeFdIziv5YYQFyxp0YDIZsi1Nrn31BeqPPR1V1nKqOTW3zWQmzIYcP/UX3jm1oXLcWTcJrM/X9KQBs/2Urt7dsTItGYbRpVt9rQdUXL1pIrRpVqFG1IhPeyHocZlcuXbpEh5aNaN0ojOb1g5kwfhxgRYJ77aUXaRxag6bhtfj4Q2eCH126dImOrRrRunEYLRoEM/FVS9+aVSto16weLRvUYdR9Q4mPz/wKow/HPMbwVrV5vOe/VoEx9/OP6BMSxNnTpwA4fzaWSY8N5clerXmuf0f+2vdbpvWmRkJCAg3CQ7izW2dH5QIc2LeH7q0bJG9hlUvy6bT3WPjzD3RqHkb1wEL8ui1dT/xeRcT9lh1w26f4XyFlgKyskCtXLsa+8ga1gutw/tw5WjetR7OWrRj3wrM8/vTztGrbnqWLFjDuxWf4af5S9wIzQEJCAg8/NJJ5C5YQGBRE4/p16dSpC9WqV3dEft68efluziIKFCxIXFwc3dq3oGWbduzd/RtHDh1i1ebt+Pn5EXPiuHthHur7dvZVfd1vb0Gzlm14+L5hfDN7ARUqVmbC+LF89/Xn9O3vdi1/qjTr3JN2vQfx3osPX5Mec+wIv6xfRdESgclpP02fQtnKNXhs0nQOH9jHjNee44WPvkkpMtO8N2UyVapW49zZs47JTKJ8xcr8uHQ9YL0nzUMq0fr2zly6+A9TPv6K0U895LhOTxGyTzxld6RXzn//rBoAuKVESWoFW1M3CxYqROUqVTl65Agiwrlz1st+9uwZSpQo6bjuzZs2UaFCRcrfeit58uShZ+8+zP15tvsLPUREKFCwIABxcXHExcUhInw2YyqPPPUsfn7WK1O0WHHH9cXb+vz9/cmTJzcVKlYGoGnzVszPQgD3aqH1KVAk4F/pn00aQ7+Hn7uminL4wF5q1G0EQGD5ipw4eojYkycyrduVw4cOsXDBfAYN9l5I2iQ2rI6gdNlbCQwqQ4VKVSlvf5bXDbGetbstO5CmUVTVU74siKeISAERmSci20TkVxHpLSIvishm+3iqvTwREQm1820jg54yPOXPPw6y/ZdthIaF8/LrExn7wjMEV7uVMc8/zXNjXnZc35EjhwkKuuozMzAwiMOH0/WZmWESEhJo3bgutSoF0bRFK0LCwvnjwH7m/DCL9s0b0K9HZ/b/7lwMsISEBNo0qUutykE0bd6KOqF1iY9PYFt0FADz5vzAkcOHHNMHEBmxiJuKl6Bs5Wtr2GUqVWfT8gUA7Ps1mpijhzj1d7ru9zzmyccf4ZVXX0/+YfEm82fPomO3Hl7X4ykC+Iu43bIDOaVG60p74Iiq1rabwguBd1W1rn2cHyv6IMD/gAdVtbY7oSIyXEQiRSTyZEyMRwU5f/48Q/r35qXXJlKocGE++Xgq416dwNZd+3np1Qk8/MC9mbvD64y/vz9L12wmasd+tkZF8tvOHVy+cpm8efOyMGI9/QYM5VEH783f358lqzcTuWM/0Vsi2b1rJ+9P/5wxzz5Bx1aNKFCwEH7+/o7pu3zxIj/OmEKvEY//61zXwSP559xZnurTloUz/0e5KjUd0b1g3lyKFStGnZDQLMtyx5UrV1i+eB7tOnf3uq6MIB5sbmWIzBCR4yLyq0vaGBE5LCJb7a2Dy7lnRGSfiOwWkXaelDMnGsXtQBsReV1EmqjqGaCFiGwUke1AS6CGiAQAAaq6yr7u8/SEqupUVQ1T1bCbixZ1W4i4uDiG3N2bO3v1pVMX6+X75uvPk/e7dO9BdJTzAy2lSgVy6NBVH7+HDx8iMDAwnSsyT5GAABo2acaKZYsoWSqQDp2tkNq3d+7Krh3bnddXJIBGTZoRsWwRYeH1+XHBcuYtW0v9ho25tWIlx/T8feggJw7/xZN92vJAx/qcOn6UZ/q1JzbmODcULMR9Y9/k9ZmLGfnSZM6ePknxwDJZ1rl+/VrmzfuZapXLM7B/X1ZGLGfIoP4O3M2/Wb18MdVvC6Zosezl4c+hgZZPsCpGKXlLVYPtbb6lT6pjhVKpYV/zvh18L11ynFFU1T1YK222Ay+LyIvA+0APVb0NmIblIdybZeDhkcOpXKUq9z1wtfO+RImSrFtj2eDVK1dwa4WKjusOq1uXffv2cvDAAa5cucJ338ykYyfnFh2djDnBmdhYAC5evMiqiGVUrFSF9h27sHb1SgDWr1nFrRWcMVInY05w5oyLvhXLqFCpSvJAzuXLl3lv8kT6D77HEX0AZSpVY+qybbw7bwPvztvATcVL8uqXCwkoWpwL584QH2f5LVz+41dUC6nHDQULZVnnuJdfZe/+v9i15wCffv41zZq3ZMYn6f5OZ5p5P31Hx249vSI7syStaMlq89mu5HjatdcVmKmql1X1AJb37XB3F2XGyex1RURKAadU9QsRiQWG2adi7AhfPYBZqhorIrEi0tj21tvPqTJs3LCO72Z+SbUaNWnRyIqx89yLLzFpyoc8/9SjxMfHky9vPiZNdht3O8PkypWLtya/S+eO7UhISGDgoCFUr1HDMfl/HzvGqPuGkpiQQKIm0rlbD9q070h4/UY8MHwg0z54hwIFCjLxnQ8d0/fw/ba+xEQ6d7f0vfTC0yxdPJ/ExEQGDBlO46YtMq3jnWdGsjNqPediT3F/+zB6jHiMlt36ppr38P59vD/6YUSEoFsrc+/oiZnWez34558LrFu9grFvvJOctmTBHF55/nFOnYxhRP87qVqjFh9/7dzgnKd4OJDiUTS/VHhARAYAkcBjqnoaK5TpBpc8SeFN0y9nTnOPaPcLTAASgTiscKvdgL5Y8V73AH+o6hgRCQVmYDnJXQx08GRKTnBIqC5ZucFdNsfwpedtX3pvBvD167X6gDMjxZ7iS8/bf578x2e6erRvwq/btjg28lGhem197asFbvP1qhMY5UE0v3K4TK8TkVuAGKzv+UtASVUdIiLvAhtU9Qs733RggarOSk9+jqspquoiYFGK5Ejg+VTyRmE5yU3iSS8WzWAwpIEIXhtdVtW/r+qRacBc+zDD4U0hB/YpGgyGnIm35inacZ6T6A4kjUzPAfqISF4RKQ9UwvL+lS45rqZoMBhyJk7UE0Xka6A5Vt/jIWA00FxEgrGazweBewFUdYeIfAvsBOKBkaqa4E6HMYoGg8HrJE3eziqqmtoI2fR08r8CvJIRHcYoGgwGn5BNFqy4xRhFg8HgAwTJIT5mjFE0GAxex6nmsy8wRtFgMHifbOQv0R3GKBoMBp9gjGIOxk+E/Hmc88qSnciX27f3lZjo2yUtnXy4wgTgq+g/faarV+3S7jM5RO5czk5hNs1ng8FgSIEZaDEYDAYXckhF0RhFg8HgfUzz2WAwGK7BzFM0GAyGq5gpOQaDwXAV03w2GAyGFOQMk2j8KRoMBl/hQDi/NKL53SQiS0Rkr/3/RjtdROQdO5rfLyIS4kkxjVHMInv27KZheEjyVqpYAO9Nmew1ffcOG0KZUsUJDXYbVSHTPDBiGJXLlqRh2FWn5b/+so22LRrRqG4wfXt05ezZs47oOnzoL7p2aE3DsFo0qlubj963You8Pn4cNSuXpXnDUJo3DGXJIveu7DNDbGws/fr0pM5t1QipVZ2NG9ZnSd4nLz/Bo7eHMvquttekL/v2E17o3ZIX+7Zh1pRXk9MP7d3Fq8O682LfNozp1464y5cyrXvkvUOpUKYE9UNrJae9PPZFGtYNpnG9ELp1asfRI0cyLT+riAd/HvAJ/47m9zSwTFUrAcvsY4DbsRzLVgKGAx4FTcrxRlFE5tvhTK8LlStXYd2mLazbtIXV6zeT/4Yb6Nylm9f09R84iNlzF3pNPsBddw/gu5/mXZM2auS9jB43nrWbt9KxczemvO1MQCf/XLkYN/4N1kX+wsLla5g+9UN2/7YTgBEjRxGxLoqIdVG0aXe7I/pS8uRjD9OmbTuit+9iQ+RWqlStliV5DTv2YNRbn16T9lvUOratWsKLny9g3NdLaNvPikyYEB/Px2Me4e6nXmHc10t4/P2Z+OfKfLyeu/oP5PvZ869Je+iRx1m3eStrNm6h/e2deP3VlzItP6v4ifvNHWlE8+sKJH3on2LFbEpK/0wtNgABKbx0p15OT2/IV4iIR/2cdtXYT1U7qGqst8vlCRHLl1G+fAXKlC3rNR2NmzTlpptu8pp8gIaNm3JjCh379u2hYeOmADRv1ZqfZ//oiK4SJUpSO9hq1RQqVIjKVar6rDZz5swZ1q5excDBQwHIkycPAQFZ+32tXKceBQoXuSYt4ocvaT/gPnLnyQtA4ZusuOI7N60mqGJVSleqDkDBIjfi55/5ZZiNUnluhQsXTt6/8M+FTLv8dwTPms9FRSTSZRvugeRbVPWovX8MSAp4HQj85ZLPo2h+XjOKIlJAROaJyDYR+VVEeovIQREpap8PE5EIe3+MiHwuImuBz0VkkIjMFpEIu59gtJ2vnIjsFpHPsOIwlE6SmZo++5pQEVkpIlEissiTX4rMMuu7b+jZu4+3xF9Xqlarzvy5cwCY/cMsjhz6y80VGefPPw6y/ZethIZZoXmnT32fpvXr8NB9w4g9fdpxfX8cPEDRYsUYcc8QGoaHMHLEMC5cuOC4nr//3M/ebZsYP6QrE+7rxYGd25LTRYS3RvXnpQEdWfi5M2FjUzJu9PNUr1iW72Z+xXMvjPWKDndYNs+j5nOMqoa5bJ6EN01GrfCkWVpw782aYnvgiKrWtkMRumvzVQdau7gbDwfuBGoBPUUkKexhJeB9Va2hqn+kp09EcgNTgB6qmhTuNEOuyT3lypUrzJ/3M93v6OEN8dedKR98zPSpH9CiUTjnz58jd548jso/f/48g+7uxSuvTaJQ4cIMHnYvkb/sJmJdFLeUKMmLzz7hqD6A+Ph4tkZvYdjwEazbtIUbbijApAmvOa4nMSGBC2fO8Mz0n+jxwLN89NxIVJWEhAT2btvMsLGTeXLqLKJXLmLX5rWO639x7Mvs3PcHPfvcxdQP33Ncvkd40HT2pPmcBn8nVXbs/8ft9GwXzW870EZEXheRJqp6xk3+Oap60eV4iaqetNN+ABrb6X/Y/QOe6KsC1ASWiMhWrDCoQakpF5HhSVX2mBMZjx28eNECgoPrUPyWW9xnzoFUrlKVH35eyIq1m7izZx/Kl7/VMdlxcXEMvrsXPXr1pVPX7gAUL34L/v7++Pn50X/QULZERbqRknECA4MIDAqibng9ALrd0YNt0dGO67mxeAlCWrRDRChfIxg/Pz/Ox57ixuIlqFwnnEIBN5E3X35ua9iCP3f/6l5gJunV+y7m/PSD1+S7xYHR5zSYAwy09wcCs13SB9hdbfWBMy7N7DTxmlFU1T1ACJaxellEXsSKqJWkM1+KS1K2W1JWgTWNfOnpE2CHqgbb222q2jaN66cmVdmLFivmwR1ey6xvZ9Kj13+z6Qxw4rj145uYmMik18czaOi9jshVVUaNvIfKVapy/4OPJKcfO3b13Z33809UrV7DEX2u3FKiBIFBpdmzezcAESuWUbVa1gZaUiO4aVt2R1m/48f+3E98XBwFA26iRr1mHN63m8uXLpIQH8+eLRspWb6So7p/37c3eX/+3DlUqlzFUfme40nj2b1VtKP5rQeqiMghERkKvIZVIdoLtLaPAeYD+4F9wDTgfk9K6rXJ2yJSCjilql+ISCwwDCv8YCiwAKtpnB5tROQm4CLWaNKQTOh7DSgmIg1Udb3dnK6sqjuycm8puXDhAsuXLWDwhA8AAB9ISURBVGXyu97pE3JlwN19Wb0ygpiYGCqUC+KFF8cyaMhQR3UMG9iPtatXcvJkDDUqleXp50dz4fx5pk+1ZjR06tKNfgMGOaJr4/q1fPv1l1SvUZPmDUMBeG70y/wwaya//rINEaF0mXJMeud9R/SlZNJb7zB00N1cuXKF8uVv5YNpM7Ikb+oLD7JnywbOx57mic716XLPIzTu3ItPXn6S0Xe1JVeu3Ax+cRIiQoHCRWjTdxivDO6CiHBbgxbUatQy07qHDLiLNatXcjImhmoVyvDMC6NZvHAB+/buwc/Pj9JlyvDWOx7NSnEcIUvN42TSiOYH0CqVvAqMzKgOsa5zHhFpB0wAEoE44D4gP1Y4wrNABBCmqs1FZAxwXlUn2tcOwjKERbCau1+o6lgRKQfMtfsMk/QcBMKwjO01+lQ10o4H+44tKxfwtqpOS6/sIaFhumqd25jZjpHL33eTAC5ecRv21lF87WQ2n4+dA3/9H3Uy26xRONFRkY4NVdeoFaJfzVvpNl9wmcJRqhrmNqMX8VpNUVUXAYtSOVU5lbxjUsl3SFW7pch3EKuP0DWtnL2bqj5V3Qo09aTMBoPBexgvOQaDweCCE81nX5AtjaKqfoK1nMdgMPwXyNrosk/JlkbRYDD89zDNZ4PBYLBxavTZFxijaDAYfIMxigaDwXAV03w2GAwGF0zz2WAwGFwxRjFn46WFPtcdX68wuRSf6FN9F+N8u2Knb50yPtM1etFun+k6ejbzHsBTI8l1WE7AGEWDweB9suYazKcYo2gwGHyDMYoGg8GQhMeBqdxLspzAnAMSgHhVDbM9an0DlMPyxtVLVTPlrj3bxWgxGAz/PZImbzvoebuF7SM1yaNOWhH9MowxigaDwTd4z/M2pB3RL8MYo2gwGHyCh563PYnmp8BiOxhd0vm0IvplGNOnaDAYfIKHzeMYD5zMNlbVwyJSHCv+0m+uJ1VVRSTTc89MTdFgMHgfAfFg8wRVPWz/Pw78iBX5M62IfhnGGEWDwfB/7Z15vFbz9sffnzoOTUJRqSgNUql0FCoJmQvXFWVsECVkvDf8ruKKcF3XTETXcEXkGqLMUyUqyhDpmktRlDKUjvX7Y32fejoaTufZz5n6vl+v/Tp772c/e333efZee33Xd33XKiYydyqG+u7VUuvAwXgN+PVV9NtkolIsAmee0Y9ddqrNXnmtVu97/LGxtG+7O9Ur52SlHGc6z02cQKsWu9KiWWOuuzbZOsXzvv6Kow7vSoc9W9GxXWvuvO0mAK656gpaNt2ZLh3y6NIhj+cnPpuo3Pz8fA7p3J5Tj3f/+JdffEa3rp3o2HY3BvY9kZUrVyYq69D99qJ3zz+ttf+yIeeza/0aickpyJIlSzixZw/22H032rZqztQ3p2R8zh+/+4ZHLj2Vewd1Y/Sgbsx48j4APn5jAqMHdeP6o5qz4JO1y6ZOHTuSUacfwj0DD+PzGW9k3IbCIBKzFGsBb0iaCbwFjDezCay/ot8mUyaVoqQGkk4o4neXZyr/xJNPZdwTz6y1r3mLljw45lE6dspuOZj8/HzOPWcQTzz1LO/M+pCxYx5i9ocfJnb+ijk5XHHVtUyeNosJL73BqJF38PFHfv4BgwbzyuTpvDJ5OgcdclhiMgFG3XEzjZs2W7191bBL6T/wHCbNmE316tsw5v57E5R1C40LlPqc+c50li4pUlhbofnLBedy0MGH8M57s3lz2rvs2izzcqoVKlZkv75/oc+tT3PCdQ/z7jP/YfGXc6m5cxOOvPhm6rVY2z23+Mu5fPz6M5x661P8eehdvHDHFfyeXzxTI5MIyTGzT82sdVhamNnwsH+xmR1oZk3MrKuZfV/kdhb1iyVMA2CdSlFS1gePOnbqzLbbbbfWvl2b7VYsNXXffustGjVqTMNddiE3N5cex/fk6aeK3FP4A7Vr16F1m7YAVKtWjaa7NuOb+fMTO/+6mD/va1587llOOKUP4LWgJ732CkccdQwAPXqdzMRnnkxE1jfzvual55+l18l9Vu/Lz89n+NCLuWTYVYnIWBdLly5l0uuvcWofL0ebm5vLNttsk/F5q263A7UaeU3s3MpV2K5eI5YtXkiN+o3Yrl7DPxw/d+pL7Lrv4eRskUv12vXYps5OLPhkVsbtKAxJ1H0uDopVKQYLb7akuyR9IOk5SZUkNZI0IQyxvy6pWTh+tKRj076fsvJGAPtKelfSeZJ6S3pS0kvAi5KqSnpR0gxJ70k6qjivM5vMnz+PevXWlLqsW7ce8+bNy4qsL7/4nPdmvUvenu0BGDXyNjrvvQfnDDyNJT8kZ1UNu+RCLr38alTBb8cfvl/M1tWrk5Pj77c6O9ZlQUKKedglF3HJsKuoUGHNrT/6rts56NBu1KpdJxEZ6+KLzz+j5vbbM6B/Xzq0b8ugAafx008/JSpj6cJ5fPvpbOrs2nq9xyxfvJBqNWuv3q5WoxbLFxd5TGLTyG6cYmKUhKXYBLjVzFoAS4A/AyOBs80sD7gQ2Fjl8yHA6yGi/Yawry1wrJntB/wK/MnM2gL7A9dLG/ZYSDo9FRu16Lvvinxx5YXly5fT+6TjGD7ieqptvTV9TjuDabM+5pXJ06lVuw6XXXJRInJemDCemjW3p1WwTrPJCxOfocb2a8ta8M18xj/xGH1OPzOrsletWsW778zgtNMHMPmtGVSuXIXrr0vOH7zyl594csQ57H/aELasXDWx8yaFCtF1Li0JI0oiTvGzUIsZYDreFe4AjE3TW1sW4bzPp/kRBFwlqTPwO1AXd9AuWN+XzWwkrpxpm7dnqU0ctuOOdfn6669Wb8+b9zV169ZNVMZvv/1Gn5OO49jjetHtKB+M2GGHNbGwJ/fuxwk9ijxhYC3enjqF5yaM56XnJ7Jixa8sW/Yjlw25gB+XLmXVqlXk5OTwzfx51N5xx4xlTZs6meefHc/Lz09gxYoVLFv2I107tCV3yy3ZN685AL/8/DOd8przxvTk/LTgFn3devVo134vAI4+5lj+ed01iZw7f9VvPDliMLvt150mHQ7e4LFVa9Ri2aI1j8GyxQupWmOHRNqxMUpL93hjlISluCJtPR/YDlgSrL7UkvJAryK0UVIFIHcD503vi5wIbA/kmVkbYCGwVVIXUJLs2a4dc+d+wueffcbKlSsZ+/AYjuh2ZGLnNzMGD+pP012bcebZ563ev2DBN6vXxz/1X5o1b5GIvIuHXsm0Dz7lzVlzuHXU/XTctwu33PVvOuy7H+OfGAfA2Ifu5+DDumcsa8hlV/L2B/9jysw53Hr3fXTctwvvf7aAGR99wZSZc5gycw6VKldOXCEC1Kpdm7r16jPnY8+J+MrLL9Jst8wHWsyM527+P2rU24U9j+690eMb7bU/H7/+DKt+W8nSBV+zZP4X1G7SaqPfS4Qy0n0uDTNafgQ+k9TDzMaGbm4rM5uJZ7vIAx4BjgS2CN9ZBlTbwDmrA9+a2W+S9gd2TrLBfU45gTdef5XFixbRrNFOXPK3oWy77XZcdP5gFi36jh7HdGf3Vq3571MTkhQLQE5ODjfceAvdjziE/Px8Tu3dl+YtklFQAFOnTOKRhx6keYuWdOmQB8ClQ69k3KNjeH/WTCRRf6cGXH/TxjwcmXHJsOGc2e9krh0+lJat2tAzbWCkrHL9DTfRr/dJrFy5koYNd+H2u+7J+JzzZs/gw5efpObOTblvsFv1nU4+l/zfVvLSyOH8svR7Hr9iANvv0oxjL7+bmjs1oWmnQxk9qBsVKlbkwAF/o0LFihm3ozCUlu7xxpAVY4ppSQ2Ap82sZdi+EKiKT+C+HaiDK74xZnaFpFp4EGYlYAIwyMyqStoCmAjUAEYDPwB7mtlZ4bw1gafCuacBewOHmdnnkpab2QadLm3z9rRXJ72V5KVvkC1yis9g/+nXVcUmC4o/83Zx3s8A21bZUOclWYoz8/YD5x/Lgk/eT0yNtWm7p730+tSNHlejas70QkzzyyrFaima2edAy7Ttf6R9fOg6jl+IK7QUfw37fwMOKHD46LTvLQL2WU8bSp8XOhIp56SCt8sCpaH7HIlENgOiUoxEIpE0ysroc1SKkUgk+2xCFpySJirFSCSSdaJPMRKJRApQVrrPZTUhRCQSKWMklWRW0qGSPpY0V1KRC1Stj6gUI5FIsZCEUpRUEbgVOAxoDvSS1DzJdkalGIlEioWEUoe1B+aGvIorgTF4Jb/EiD7FdfDOjOmLtq5U8YtN/FpNYFE22rMZyivP11ZW5CU6NfadGdMnVs5VzUIcupWk9NT1I0OylhR1ga/Str8G9kqijSmiUlwHZrb9pn5H0rTinJ5UnuWV52vbHOStCzP7w4y10krsPkcikbLEPKB+2na9sC8xolKMRCJlibeBJpIaSsoFeuKV/BIjdp+TY+TGD4nySqGsKK8MYWarJJ2FZ8mqCNxjZh8kKaNYU4dFIpFIaSd2nyORSCSNqBQjkUgkjagUI5s9of5PuSNVwXJjlSwja1Mub4aSIpRJKFeU5wdLUgdJbc3s93KqGFsCmJmVx98vW5THG6FEkNQU6B3Ws1IJSFKupG3C+rbZkFFAnmzNSFzLDR6cvOydiuElsyfwiKTWxaUYi0M5pckYI2ksRMW4KUSlmBz74BUHMbP8pE8eHtguwEGSzgAelrR10nLSSSlESafgyqNqMT3UtYALgawo/pTyM7ObgAeBUZJaZFMxpv3fqq1nf2KkvcjaAI0k3ZfaHxXjxolKMUMkVQYws38DFUIMVeKY2e/Ap8A5wN+Bf5vZj9mQlY6kA4BBQHczW47HhmWbJUAz4IxsnDz8Lwm/1Q7ASuA+SXtkSzEGhXQY8KikKyUNS+1PUk6auyMnFHjbC8iLirHwRKWYAaHLfI6kVFHiu4DKWZCTuom/Ah4ApgNVgvxsyUJSDn49DYBTYHXwbFYeKkl1JDU0sxXA2biV0zhLstoD5wJXAicA9wL3SGqZDcUoqRNwNTAEL9nbOfVCTVBGurtjB0k7B8W4B7BHVIyFIyrFIiKpG3AT8AkwQNJleDnWfpI6JChH4SY+GPgn3t27COgIHCOpuqRWktolJSusVwe2NLOngT5AW0kDITsPVajVfTHelT0Rn231C1Ar1bYMz19wwOg3YKqZzQO+BEbhv+V/JTVPWZMJUg13CVQH9gX6mNnPSeYCTPvtLgDuwV0e54cUW22B3SU9nn5sZB2YWVw2cQHaAU8AHcJ2DeB44FLgW+AGYEvCjKEE5B0EzAU6p+1rCNwH3IZ3Nw9I8PrOBx7Hp1IdE/YdBowDzktQTmpGVU28W14d7+49CvwNT3f1OrB9EnLCeqXwtyrwPnBp2md/Be4GGiZ4bTviluHhwELgHWDr8NmB4V6pnuD1nQ68GtZHAcuBy8J2LjAptCmRe7M8LiXegLK2hIfpHjzR5bo+PyYokxoJyasI3AL8KWwfF5TGn/Gu7f7AXgle30DgZaAK8DCQD/QOnx0F/AfYJkF53cOD+gbeZa4blEhdYERQxHnh2IweZNxHeT/ul20A7BKU1O14t/ZdYMcErimlEI8Engaahu1rgJeAOsDBQSl3S0JWWK8N5AE7AYOBx3AL8Qfg6qR+s/K+lHgDytKSdnM3B14Bbkz7LDdtfTxwfALy6gbF1wO3msYDw4Pieg/YocDxmSoN4b7DWri1OAa3UlcCJ4djqiT4/2wbFHBL3JK6Arg8/brC9d6YgKz+Qfm2B2biVnZH3Eq9DBgG7J7gtXUKCnf3sF0JaIL7MV8BngKOSOJ3C+c4A3gh3C/b4j2ZlOx7gKkk+DIrz0uJN6CsLOGGXpZ6QINi/DdwbdoxFYNCeRNonKG82uFmHghsgYf8NA6f7USG3cqgACukbacr9TrA88DOYftpPGddtQT/n7Xwgam30/blAc+xtpvg5CB/q029vrT1ZviAyjb4SPprQRE+AnRM6HrqAdezxkrsDdwMtAbOCkrq0aCwclPXk5BC7ByuafuwnRPa8nf85fYwUD+p3668L3GgpRBIOhJ/qG4Deki61cw+xLt3DSXdAB6faGYLga5mNjcTmWa2ALei2gCnAnPMbK6kPwHPAv80s+8yEFHF1oSmnAtcL+khSbsAPwGfA+0lnYmHArUzs2UZyCs4WPIDngfvJ0l/ATCz6XiXco9wfA7wK3Cxmf26KXIspXG8/V1xBVwLDy3qjPsOdwe6SaqayXWFtn+NW587h6DzybgL4j/4oM4d+EBOQzNbmbqeVDs3hTAIllpviVvcjXFXCma2CleS+bib5e9m9tU6ThVZFyWtlUv7gt/YrwBHhe1tgTm4UgLv+u2RoLw2wF/Tto/HH+B++EN9NHB46pkvoowjgVFh/STcz1UZH4UdEfafh1s675Fst/Ig4ALcetoK98HejofEHAh8BHRJSNYZeFLS+mG7PfAhbnl3xweTdkhATk74WxX3gU5gjSWYst72AGYDbTOUlRvugQuAAbi7oXHYvgs4qMDxlZP67TaXpcQbUNoXQiJLgrM/7DsMH9UbmpCM9K7e/vhAzYVp+y7ErYz+wBYFv7OJsmrgvqdmeDf8X/h0t0G4BbplgeMzGhktcK59cKtzADANuA7YFfcnvhWUyQHh2JwMZVUC/gscEq55ADAU+BF3PcwEWiX12wVl/0C4X8YF2bnhsy74izSjQZU0mfVD+xekKfzG+EDV7UnJ2VyX2H1eD/J051XMp+x9ADyQFmy7DLgTOEJS50xlmZlJ6iqpv5m9jA8u7JPqVuJKci4wyTwYFwtPQhFYCazCFcS/8K7yVbiVdqSZrZA0NMRdgiuRjJG0Ox7vOMLM7sAHImoDg83sGTyweTbepcW8C1hkzOwX4BncxXEvPtK8EPe1nYNbVLMykRHkmKSOuCU/2tyFcgxgwIOSKgHzgV7mMZ9JsAC/JycDp4fZK3NxZfw/YH9JVRKStflR0lq5NC64dfElHr5xOT4oMRwP2bgWL6vYNqwX2VHPGisjD/c5/Q70D/s64zf9E8DHFOgWZXh9f8Et3YuA7fEu60n4AEvPcJ27JSQrdY098bCbUUDdsK8SPipaE+++9wT+AWyXkOyt8JjS7cL2ibiftlLC98uQ8NvtXWD/c3gXPbGYQHzg6aawXjfcoylXTivgWOIoc2b/45JuQGlbwkM0HLdkOuGxZTfg3aJ9cF9UU3xWwrvALhnK64IPahyI+8AWA+eEz2oApxV82BK4xp3xwYeP8Clu++IjlGPwLnTLBGSklGG9tH0H4AMPp4Y2tMQHVnYMn1cCqmbhN62AW3LvJXxtW6ftuzLcDzsXODYvCVlp29WAL4Cbw3Zz4KHwwlntP41LBv/zkm5AaVrwWShf8scwkavx4j+1w74WeNhN6wRkngJckbbdBrfiBhTD9ebh3fJeQelvQbI+xCPw2MBrcKt0C+BQvFv7Mj763D0cWyEpuetoR2W8656I9RvO2Q2PNXwcD2qvi4e/TMr0RbkeeU2AOmG9Gu6jvDNsV8F9wk2zfc9sDkuJN6C0LLijuiY+02EhMCTts73Cg90ibFeniDNW0qyMRng8WU/guQLHjMT9Rr2K4bpb44HhZyZ83k7ArHCdt+FJLP6Fd2k747MtzijG3zfJLmz7YJl1wAfBrg0KsSrey5jGJsZVbqjdeM9kXHiB1gr7q+G9inuK63+4uSxxoAWQ1B1/SO/B37j9gAvT4uemAsMtlFI0s6VmtrgIciqYmYVkErcBjcxsDPC7pOcl1Q6JH3LxkdkWSVzfhjCzmXgXfmKm59LayXVT88Gb4i+Vofhgx3W4gnwQOFRSD2UpKW86FjRJpkiqg49kLzSzyWb2Dzxk6wCgppldir/MCh1XuQ4Zq+M5zZmDh9scDBwgqY55zOgtYbtWzHqTHJt93WdJe+OzGw4Ky0g8O0tvPPddRTO72jLIXShpKzP71Twl1Z64YjjOzD4GMLNDJV2PZ8FpHmS3BloFRZp0xpa1MLP3M/m+pGpmtszM8iXtj1vbHwDf4H7SvmY2U9KxuLKsZ2bjwoM8xbKQlDcbSOqKh0y9A/SVdLyZPWxmz0jqi1uQn5vZJ5nISSlweb7HRrgF+jfcauwB1A+j2k1xf/PCTORF1mazV4r4SPKZuC9vMK6M7sSz0JyMZ6ApMsGyOELSo2a2BL/J3waWhBRPh+M+oU54GEcV/OG6CJ8/nVWFmCkhTGm8pJvw2Llb8QDpTrhi3AeYJykX2A3ol/YyeKxkWr3pSGqFW7un4QMdK3BLdyd8SmQrvBudlLyBeJD26XjXeYiZnSvJ8AGqdvhMnwVJyYw4Kf/WZo+k4cC3ZnajPP3+YOBoM/uqQPLOTTlnDdxnOAWPH2uABy8/gb/978Xn9V4J3G9mL8hrr5wKvGhm7yVwaVknTD0cAnyPP7wzJZ2AX++O+Oj2/4CHzGxsiTW0iEiqi/9G9c2sa9i3Iz4z6HzgM+AqM3s19Cw22fJNy5uZ+jsUf8GcinfNj8HDfiqYx5JuYSFmNZIs0VJcw3vAGWHe6jF4WMxXUOT5qcKtwFb4/N2zccf43WZ2gKSqZrY8WCDt8KBizOwHSTeXlS4lgJk9Lmk5nmDhYNxifAT3KW6Fh/vcYWbfF/UFU1LIM4F/JulVoJekk4ExZjZf0qP4/OLWhNormSjEsNlE0qe4//VRfMDtKPOM52cB+ZLuxAPwI1kgDrSs4RlgNN7dG25mkzI5WXCQ34+HTjTBlW5V4ITgV/xVnqL+cXyu86yUs7wsKcQUZvY8HvbSW1Iv8xkpY/DA88fN7PtwXFlSiNWAmyUNM7PRuHJvD/w5zCJZhFv6c4Cu4fhNlZGevOIsPD3cNbj1uTvwSlCIvXE3zwtm9ntZ+j+WNWL3uQDhZl+VhEUj6RDgEvzl8x0+e6MpfsO/EP7WN7NpZc2CWh+SDsdTVt1kXsyrTFFASVXEEzlcArxlZiPk9Xg64nGW/wld3R2AlcFnXFS5R+Kxj9fg1vbW+Pz0Lrii3AOf7fRhkS8uUiiiUixAUsopPCjjgNPN7ENJg/BpdN/hCRg+x3MxZpSOqzQSHvAR+KyZBaV9sKgg8ho7y4P1XhEf2Pg78LyZ3SypPzA5FaKVgLy6uN/5BTPrK2lLPOVXfVw53gisMLOlSciLbJjYfS5Agtbab7jPtmbYHonPM+6Oj86OLY8KEcDMngT2M7P5ZUUhplwXkhriIVFPSmodXBmz8W7yYHkhqLuSUogA5sWzzsVHs3uaVzMcg79AK+BWaFSIxUQcaMkSYcDkEaCLpO/N7H1J4/Dg8IfN7NMSbmJWscwS4BY7oRt8JF6W4DDcB/yQpOPCb/c5HjWQka95A/LHSVoBXC0JMxsjaTSeDLhcvjxLK7H7nEUk1cNnP7THYxOPBQaZ2Qsl2rDIH5DUBh9o62Vms8O++/Gck68BfcNnr2W5HYfhvYrzzOzRbMqKrJuoFLNMGJHcB/dLTTezV0u4SZF1IGk3vMTpFDzD+b74jBzDBzoWmdlLxdSWg4D/lffeRGklKsVIBJDXaemNp1L7B55WbV/gRzN7qASbFilmolKMRNKQlGtmKyW1w2ccDTazF0u6XZHiI44+RyJrky8pD89Ac2lUiJsf0VKMRAogr2+yQ5jeVy6C6iOFJyrFSCQSSSN2nyORSCSNqBQjkUgkjagUI5FIJI2oFCORSCSNqBQjSMqX9K6k9yWNDSUGinquLpKeDutHShqygWO3kXRmEWQMk3RhYfcXOGa0vFZMYWU1kJRRDZtI2SIqxQjAL2bWxsxaAivx+dqrkbPJ94qZPWlmIzZwyDZ44tRIpNQQlWKkIK8DjYOF9LGk+4D38QpyB0uaImlGsCirAkg6VNJHkmbgpRwI+3tLuiWs15L0uKSZYemA51xsFKzU68JxF0l6W9IsSZennetSSXMkvQHsurGLkNQ/nGempMcKWL9dJU0L5+sWjq8o6bo02Wdk+o+MlE2iUoysRlIOa9JmgZdRuM3MWgA/Af8HdDWztnjB9/MlbYXXJO4O5AG113P6m4BXzaw10Bav9DcET3zQxswukte8boJnFWoD5EnqHGaY9Az7Dsdr2myMcWbWLsibjdfyTtEgyDgCuCNcQz9gqZm1C+fvH3IrRjYzYj7FCEAlSe+G9deBUXgVvi/M7M2wf2+8JvWkkI81F88o0wz4zEKtY0kP4GU5C3IAcAqsrkGzVF65MJ2Dw/JO2K6KK8lqeJ2Xn4OMJwtxTS0lXYl30asCE9M+eyQkv/1EXiSqWZDbKs3fWD3InlMIWZFyRFSKEQg+xfQdQfH9lL4LT8ffq8Bxa30vQwRcbWZ3FpBxbhHONRovUTtTXvSpS9pnBadxWZB9tpmlK08kNSiC7EgZJnafI4XlTaCjpMbg84MlNcVTbDWQ1Cgc12s9338RGBi+W1FSdWAZoTRoYCLQN81XWVde6+Y14GhJlUJ+yu6FaG814Bt5ydoTC3zWQ1KF0OZd8IqDE4GB4XgkNQ1zoCObGdFSjBQKM/suWFwPyQsrAfyfmc2RdDowXtLPePd7XaU+BwMjJfXDayUPNLMpkiaFkJdng19xN2BKsFSXAyeZ2QxJD+P1pL/Fs5hvjL/h1RNTVRTT2/Ql8BZeFGqAmf0q6W7c1zhDLvw74OjC/Xci5YmYECISiUTSiN3nSCQSSSMqxUgkEkkjKsVIJBJJIyrFSCQSSSMqxUgkEkkjKsVIJBJJIyrFSCQSSeP/AZHPz0O0e4OKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(test_label, cnn_cls, classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix, without normalization\n",
      "[[155   2  33  22  79   1  14]\n",
      " [  8   6   5   0   4   1   0]\n",
      " [ 68   3  87  11  78   4   8]\n",
      " [121  25  52 184 114   1  14]\n",
      " [ 69   5  46  25 163   3  16]\n",
      " [ 83   2  42  11  33  60   6]\n",
      " [100   6  30  34 111   2  53]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8db2b5f128>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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THNW8dvUqz3V+mneHjiBjxlv3M+rTDwkI8KfFk86G/YiKvMGuVYsoU/dRAJ58fThrpv/MyJ6Pcz3sGgGpnH1e94KwsDC++ORDXn/7vXtdFAtnpuRMxIonEyIix0Skq32oLbc3ncGKLb7VnqLzO9BLVc+707ifjOJLIrIFWIMV/KgYcINbgaI2AgXtz9WByfbnCXHyWaeqBwHsiGLnRKQC0BjYlFDsEFUdo6qhqhoqaT3rYD9zOYIYVVThx8X7qFTE6sC+ERXDhauWC6vNB89z8NQViuZyrtM+MjKSdm2epE3bdjze4gnH8o1LpsxZqFKjDiuWLriZ5u/vzyPNW7Fg9nTHdCIjI3mu89M8/mQbmjS9Fbn294njWbxgNp9/Pc7xpt+edX+Rt9iDZMxmPbPgAkXoOuJHXvxmOuUaNCNb7nvZ/+YMhw8e4MjhQzSoFUpomWKcPH6MxnWqcvrUvagF2yta3G1uUNWnVTW3qqZS1Xyq+r2d3klVR8c5d4qqllLV8qpaUVVneFLS+8Ioikg9rOpvdbtWuAlIC0TqrSAy0Xg2MBTXN9Z3QCegM1bN0TFyZkl383PTygXYdewiANkzpsHP/iMuGBxIkVyZOHT6qiOaqspzPbsRUqIEL/V5xZE8XTl/7gyXL1n3EREezurliylUpBhHDh64qb9kwWwKFXXbNeMRqsobfXpRtHgI3Z671bPx16L5fDPqU74d/zvp0qdPJIeksWXxTMo1aHZz/+oF67cyJiaGxT//j6rNn3Zc09eULFWGHQeOs2HbPjZs20fuvPmYv2wtwTnjhrr2Ed5tPjvG/TL6nBm4oKphdmxid87c1gCtsDpV3bWrpmKFtEyFFeozSXz/Qi1qlcxJ9oxp2TnyCT6YspVaJXNS5oGsKHDkzFX6fG9Nu6lZIidvty5HZFQMqkrfsWu5cM0Z56erV61k4i/jKVW6DNUqWwMUAwcPo8kjjzqS/5lTp3inb0+io6NRjeHhpk9Q56EmdHiiMdeuXEFRQkqW4d0PPnNEb8PaVUydNIGQB0vzaD2rb/S1dwYx6O1+3LhxnWeftPr8KoRWYdjHIx3RvBEexv6NK3mi762ot5sXz2DNdKtnpVStxoQ2edIRLVc6PtOOZcuWcu7sWYoWyk//AQPp1Lmr+ws9pFeXZ1i1Yhnnz52lQslCvPbWANp16Oz+Ql/gYfP4fuC+iOZnB9GehtU83gNkwYpHPFNVA+1znsSKldxJRIph9Q2mA+ZiBfjOa9c4X1XVpnHyHw1cVNU3PSmPf/ZC6ksnsyeNk1nHME5mnaFx3Wps2bTRMSvmlzm/pqnhvmUTMfeVjcmYkuMI90VNUVWvA4/EcyjQ5ZzfsTpLAY4D1VRVRaQtEGKfsxRY6pqBPcBSDWjteMENBoOHOLOixRfcF0YxCVQCRtnLei4CXeI7SUQexBqomRpnlrvBYPA1KaT5nCKNor1Ux+3EK1XdCfiufWMwGOJHPF7Rcs9JGaU0GAwpH1NTNBgMBhdMn6LBYDDYmGh+BoPBEAfTfDYYDIZb3HMvPR5ijKLBYPA6IiDJcA3mS4xRjIeyD2Rn8XdJXhF410RGx/hMq0B259cRJ0aqAN92rveuUciner4kc3rfee4JcNyAiakpGgwGgyvGKBoMBoMLfn5mSo7BYDBYiL2lAIxRNBgMXkdSUJ9iyqjPGgyGFI+fn5/bzR0iMlZETovIdpe0gSJyXEQ229ujLsfeEpH9IrJHRDwK9GOMosFg8Aki4nbzgHFAk3jSP7PDDpRX1dm23oNYTqhL2dd8FRvIKjGMUTQYDN5HPNzcoKrLALfBp2weB361Q50eBPYDVdxdZIyiwWDwOoJ42nwOio2qaW89PJR4QUS22s3r2ODXeYGjLuccs9MSxRhFg8HgEzxsPp+Njappb2M8yPproAhQHjgJfJKcchqj6ABfjfyc6qFlqRFajm4d2xMREeFVvYsXL9Kh3VNULl+KKhVKs27taq9plQ4pTLXQctSsWpG6Nd22PJLN/HlzKVsqhFIlijLio+Fe14uOjqZm1Uo82bKZ+5OTSc/uXXggb05Cy5fxuhb4/rt0iwPN5/hQ1VOqGq2qMcC33GoiH8cKlxxLPjstUe6ZUbRHjF4VkcEi0tAHei3sjldHOXHiOGO+HsXi5WtZtWEL0THR/DH5N6dlbuPN1/rSsNHDrN+8gxVr/6Z4SEmv6s2au4iVa//mr5XrvKoTHR1Nn5d6M33GHDZt3cnkXyeya+dOr2p+NepLQkJKeFUjlmc7dGLazDk+0boX32WiiGMDLXdmLZLbZbclEDsy/SfQVkTSiEghrFjybl/ie15TVNUBqrrQB1ItAMeNIkBUVBQR4eFERUURHhZGrty53V+URC5dusSqFct5tpMVliZ16tRkyZLFa3q+ZP26dRQpUpRChQuTOnVqWrdpy8wZ072md/zYMebNmU1HB8OMJkat2nXIljWbT7R8/V16gkNTciYCq4EQETkmIl2Bj0Rkm4hsBeoDfQFUdQcwCdiJFfWzt6pGuy1n0m/x7hGRd0Rkr4iswI7AJyLj7PCliMhwEdlpd5h+bKcVEZE19k0PFZGrdno9EZnpkvcoEekUXz4iUgNoDoyw5zEVceqe8uTJywsvv0LZEoUoWSQfmTJlpkHDxk5lfweHDx0kKCiI53t2pXa1UF58rgfXrnkvbKmI0KJZE+rUqMwP33vSvZN0Tpw4Tr58t1o7efPm4/hx74UsfeO1vgx5f3iKWX52N/j6u3RH7OTt5NYUVfVpVc2tqqlUNZ+qfq+qz6pqGVUtq6rNVfWky/nDVLWIqoaoqkfVdJ+9DSJSCWvOUHngUaBynOPZsaq+pVS1LBAbqfwL4AtVLYM1euRO5458VHUVVlX6NXse04F4rusRO+J19uwZj+/r4oULzJn5J5t27Gfn/qOEhV1j0sRfPL7+bomOimLL5k107daT5Ws2kD5DBj77+EOv6c1btIzlqzcwZdosvv3ma1auWOY1LV8yZ/ZMcuQIpkLFSve6KP9/8FKfotP48ieyNlao0TBVvYxlpFy5BEQA34vIE0CYnV4dmGx/nuCBTkL5JIqqjokd8QoKyuHJJQAsXbKIAgULEZQjB6lSpaJp85ZeHfjIkzcfefLmI7RKVQAeb/kEWzdv8qKeNYMhR3AwTZu3YOP69d7TypOXY8duzaA4fvwYefO6nUGRJNasWsXsWTMoVbwwnTq0Y9nSJXTr9KxXtO4FvvwuPUKcaT77gvujFICqRmGNGv0ONMXqA0iMKG4vf9ok5pMs8uXPz4b1awkLC0NVWbZ0McW92HGfM1cu8uXLx769ewD4a8liQkp6Z6Dl2rVrXLly5ebnxQsXULJUKa9oAYRWrsz+/fs4dPAgN27cYPJvv/JY0+Ze0Ro09H32HDjCjr3/MO6nCdSpV5/vxo33ita9wJffpad4a6DFaXzpEGIZME5EPrB1mwHfxB4UkUAgvarOFpGVwD/2oTVAK+A3rOZ3LIeBB0UkDZAOeAhYkUg+V4CMTt9UaOWqNG/xBPVrVsbfP4Cy5crTsUt3p2Vu48NPvqB75w7ciLxBwYKF+Oqb772ic/r0Kdq3aQVYg0mt2zxNo8bxrbByhoCAAD77YhTNHnuY6OhoOnbqwoNeNMK+puMz7Vi2bCnnzp6laKH89B8wkE5eGuS5L7/L+8PmuUVU1XdiIu8AHYHTwBHgb6A0MBNYCUzHqvEJ8LGq/igixYCfsQzfXKC9qua18/sIq//wIHAVq0k+L4F8amLNYboOPBlfv2IsFSqG6uIVax2++4TxpZd2Px//Gvva83aUD72YA/j78OH5siZVs2ooGzducEwwTc5imqvNp27POzKy+UZVDXVKNyn41HWYqg4DhiVySnyzg48D1VRVRaQt9qi1nd/rwOue5KOqK/HSlByDweCe+6V57I6U4E+xEjBKrG/0ItDlHpfHYDAkAWMUHUJVlwPl7nU5DAZD8jDR/AwGgyEWMTVFg8FguIlgxX5OCRijaDAYfIDgZ5rPBoPBcAvTfDYYDIZYxDSfUzQXw2/w5w7feRRpVTafz7QGL9jnMy2A1+s55pDII37YcNines9VL+QzrUgfTkyPcXhNhwD+/inDKhqjaDAYfIJpPhsMBkMspvlsMBgMt4iN5pcSSBmlNBgMKR4R95v7PGSsiJwWke0uaSNEZLftaX+qiGSx0wuKSLjtbX+ziIz2pJzGKBoMBp/gkD/FcUBc/3ULgNK2p/29wFsuxw7Y3vbLq2ovTwSMUTQYDF5HBPz8xO3mDlVdBpyPkzbfdi4Nlv/VZE3nMEbRYDD4BCeazx7QBXANUFVIRDaJyF8iUtuTDMxAi8Fg8AkeNo+DRGSDy/4YVfUojKTtxDoKiI0cdxIooKrn7MB500SklB0jKkGMUTQYDN7Hbj57wNmkeN62wxs3BR5SO5yAql7H8rSPqm4UkQNAcWBDQvmAMYpJ5tqVS/ww7A2OHdiLCHTtP4JUadPy4/B3iLx+HX9/fzq8MZTCpco7qhsREUGThvW4fv06UVFRtGjZincGDHRUY8O0cWyd/zsiQlDBYjzy8gdMercLN8Kt+NJhl86Ru1hZWvb/X7K1XnquGwvmziYoRzDL120GYPrU3xnx/hD27tnF/KWrKF/ROe/0p4/8wy+DX765f/7kERp37kOR8lX549N3ibxxAz9/f1r2GUSBks678YyOjqZOjSrkzpOH36fOcDx/V74a+TnjfxyLIDxYqjSjvvmetGnTelUzIbzpJUdEmmB54K+rqmEu6TmA86oaLSKFgWLcitmUICmqT1FEXhKRXSLivcDKHjLhk0GUqVaX4ZMXM+SXueQuVJRJIz+gRbeXGfLLHFr2fIXfRn7guG6aNGmYOXchq9dvYtW6v1m4YB7r1q5xLP8r507x94zxPPvZ73T+3ww0Oobdy2bR7sNf6PTlNDp9OY08IeUpVqORI3pt23fk16kzb0srWbIU436ZRPWaHnUB3RXBBQrT97sZ9P1uBi9/M41UadJRulZjZn3zIQ07vkTf72bQuHMfZn/jnVjaX436khAvRnuM5cSJ44z5ehSLl69l1YYtRMdE88fk37yumzDuR549aV6LyERgNRAiIsdEpCswCiso3YI4U2/qAFtFZDNWdM9eqno+3oxdSGk1xeeBhqp6LKkZiEiAy0hVkgi7epk9m9bS7b1PAAhIlZqAVKkRhPBrVwEIv3qFrEHByZGJFxEhMDAQgMjISCIjIx1fPhUTE03UjQj8AwKIvB5Ohmy37uN62FWObF3LI32cMfg1atXmyOFDt6UVL+GdkK1x2f/3KrLnKUDWXHkRhAj72UVcu0Km7Dkd1zt+7Bjz5szmtTfeYuSXnzmef1yioqKICA8nVapUhIeFkSt3bq9rJoYTr6mqPh1PcrzhLFV1CjDlbjVSjFG0rX9hYI6I/AoUwYoEmAoYqKrTRaQgMB7IYF/2gqquEpF6wBDgAlACq18hyZw5cZSMWbPz3eBXObpvJwVLlKF9v4G0e2UAH7/Ugd++GEaMxtD/uz+SI5Mg0dHR1K5emX8O7Kd7r+epXKWqY3lnzJ6Tyi278E2XBgSkTkPBCjUpVLHWzeP71izkgXLVSJM+0DHNe8XmxbMo/1BTAJq90J/vX+/MrNEfoKr0HjnJcb03XuvLkPeHc9WOpe1N8uTJywsvv0LZEoVImy4d9Rs0okHDxl7XTRDP+xTvOSmm+WxPvDwB1McyeotVtYq9P0JEMmCFTm2kqhWBNsCXLllUBF5W1WQZRICYqGgO79lOg1bPMPjnOaRJl56ZP37F4ik/83Tfd/l05hra9RnA2KHxBRpMPv7+/qxa9ze7Dxxh4/r17Nyx3f1FHhJx9RL71y6ix3cLee7HZURGhLNjyZ83j+/+axYl6jzmmN69IiryBjtXLaJs3UcBWDN9As2ef4d3Jq2g2fNvM3nEW25yuDvmzJ5JjhzBVKhYydF8E+LihQvMmfknm3bsZ+f+o4SFXWPSxHvX62T1KToyedvrpBijGIfGwJt2X8FSrBjPBbBqjd+KyDZgMreHNF2nqgcTylBEeojIBhHZcOVi4t0OWYNzkTU4N0VKVwAgtMGjHN6znZWzphBa/xEAKjd8jH92bkkT5ghGAAAgAElEQVTyDXpClixZqFO3Hgvmz3Msz8ObV5M5Zz7SZ86Gf0AqitVoxIldmwAIu3SBk/u2UqRyPcf07hV71v5F3uIPkjFbEAAb5/9B6ToPA1C23qMc3e3ss1uzahWzZ82gVPHCdOrQjmVLl9Ct07OOariydMkiChQsRFCOHKRKlYqmzVuybu1qr+l5gjGK3kWAVi7Ldwqo6i6gL3AKK/pfKJDa5ZpriWWoqmNUNVRVQzNmyZaoeJagYLIH5+bk4QMA7Fy/kjyFipElRzC7/7YGPXatX0nO/AWTeHsJc+bMGS5evAhAeHg4ixctpHhIiJurPCdjjtyc2L2FyIhwVJUjW1aTPX9hAPaumkeRyvUISJ3GMb17xebFMynfoNnN/UzZc/LPlrUA7P97NUF5CzqqN2jo++w5cIQde/9h3E8TqFOvPt+NG++ohiv58udnw/q1hIWFoaosW7qY4j4Y4EkMJ1a0+IIU06cYh3nAiyLyoqqqiFRQ1U1AZuCYqsaISEfA31sFaP/aIL5592WioiLJkacA3QZ8TMU6jfnl04HEREWTKk0aOr813HHdU/+epGe3zkRHRxMTE8MTrVrzyKNNHcs/T0g5itdszE99nsDPP4DgwiUp26QNALuXzaLqkz0c0wLo0fkZVi7/i/PnzlI2pCCvvz2ArFmz8dZrfTh39gztnnycUmXLMXnabMc0b4SHsW/jSp54ZejNtFavDuPPkUOIiY4mIHUaWvUb5pjevSC0clWat3iC+jUr4+8fQNly5enYpfu9K1AKch0m9jzHFIGIHMKqAV4DPgdqYNV2D6pqUxEphjXapMBcoLeqBtoDLa+qqkfWo1DJsjrwp5nuT3QI43nbOf7bnrd997faoFZVNv29wTEzlqlASQ19dazb85a8XGNjUiZvO0mCNUURyZTYhe6WyngDVS3ostsznuP7gLIuSW/Y6Uux+h4NBsM9wv8+aR67I7Hm8w6sGpfrncTuK9bAhsFgMHhESmk+J2gUVTW/LwtiMBj+u1hecFKGVfRo9FlE2orI2/bnfLbHCYPBYPAYfz9xu90PuDWKIjIKa4J07KSqMMAjt94Gg8EQi4/8KSYbT6bk1FDViiKyCUBVz4tIancXGQwGQyyCFbwqJeCJUYwUET+swRVEJDvgu6jcBoMh5SP3T/PYHZ70Kf4Pa+5fDhEZBKwAvONXyWAw/Gf5zzSfVfUnEdkINLSTWquqcx4IDAbDfx4B/O4Xq+cGT5f5+QORWE3olLpe2mPOXLnBN0sO+Uyv1gM5fKbVuEh2n2kB5K/dx6d6Nbu296neCzUL+0zr2vVon2nFeGGl2/2yttkdnow+vwNMBPJghQ6cICLO+lUyGAz/aTxpOt8vFUlPaoodgAqxsQ9EZBiwCXDe177BYPjPklKaz540hU9yu/EMsNMMBoPBY/xE3G7uEJGxInJaRLa7pGUTkQUiss/+P6udLiLypYjsF5GtIlLRo3ImIv6ZiHwKnAd2iMh3IvItsA0460nmBoPBALEDLe43DxgHNImT9iawSFWLAYvsfYBHsCL4FQN6AF97IpBY8znWEu8AZrmkOxc6zmAw/P/AIc/aqrrMjsXkyuNAPfvzj1gesd6w03+y40CvEZEsIpJbVRNt6SbmECLeCFkGg8GQFDwcfQ4SEddg9WNUdYyba3K6GLp/gdhQjHmBoy7nHbPTkmYUYxGRIsAwrHgnNyNpOxEAymAw/P8gtvnsAWeT42TW9sSfrPlEngy0jAN+wLqvR4BJwL2Mqm0wGFIgXgxcdUpEctsaubGiegIcB1xdIOaz0xLFE6OYXlXnAajqAVXtj2UcDQaDwSNEwF/E7ZZE/gQ62p87AtNd0jvYo9DVgEvu+hPBM6N43XYIcUBEeolIMyBjEgqeonm7SXFm9a7Gz51vuZLsXa8QE7uG8lOninzQ4kEC01hxsjKlDWBk27Is7FOTVxomL0bJiePHaN+yCQ/XrkiTOpUYN+Z/AHwxYig1yxWhWYOqNGtQlaUL5yZLx5VnGlak++N16NmyHs+3tlZ3jhkxkC6PVadHi7oMfLEjVy9fSnL+o99rz+FFH7Bh8ts308oWz8tfP/Zjza9vsuKX1wkt9cBt11R6sABX1n9By4bl71rv1QZFmNwllG+fLnczrU6RbHz3dDnm965G8eAMd1wTHJiaGT2q0LpC7rvWS4ie3bvwQN6chJYv41iervTp3Z1SRfJSt9qd39HXIz8jV+bUnDt37yaOODF5W0QmAquBEBE5JiJdgeFAIxHZh7UcOTZi3GzgH2A/8C3wvCfl9MQo9sUKPv8SUBPoDnTxJHNPEJGCrnOO7ldmbz9F399vL+b6Qxd5ZuwGOoz7m6MXwulQzYrQcCM6hm+XH2LU0n+SrRsQ4M9bgz5g3vK/+X32Un7+4Rv27dkFQOeeLzJj8VpmLF5LvYZxZykkj4/HTeWbqUv5avJCACrWqMu305czZtpf5C1YhInffpHkvMfPWMPjvf93W9qwPi0YNmYO1doOZ8jXMxnWp8XNY35+wtCXH2fhmt1J0pu3+zRvzdh1W9qh8+EMnLOHbSfiDzXUq1ZB1h25mCS9hHi2QyemzZzjaJ6utGnXgYlT7gy4dvzYUf5avJC8+e9tBBEnms+q+rSq5lbVVKqaT1W/V9VzqvqQqhZT1Yaqet4+V1W1t6oWUdUyqrrBXf7ggVFU1bWqekVVj6jqs6raXFVXepL5f4nNxy5xOTzytrR1hy4QG2Bt+4nL5MhoxUOOiIxh6/HL3IhKvoe14Jy5KV22AgCBgRkpUiyEU/+eSHa+d0tozfr4B1jjciXLVeJsMsqw8u8DnL8UdluaKmTKYI3jZQ5Mx8kzt2qiz7ety7RFWzhz/kqS9LaduMKViKjb0o5cCOfYxYh4z69RKCv/Xr7O4fNh8R5PKrVq1yFb1sRjiieH6jVrkyVr1jvSB7z1Ku8Ofv+ehwNIKcv8Epu8PVVE/khoc7gc/iLyrYjsEJH5IpJORLqLyHoR2SIiU0QkvV2ucSIyWkQ2iMheEWlqp3cSkekistSe2f6enT5YRG56JRCRYSLyssPlp2mZXKz557zT2d7GsSOH2bl9C+UqVgZg/NjRPFavCm++3JNLFy84piMivNmtNc8/+RCzJv10x/F5f0ygcu2HHNMDeO3j33m/Twv2zRnCB31bMmCk1S2UJ0dmmjcox5jJyx3VS4i0qfxoWykvP60/6v7kFMDcWX+SO09eSpUp5/5kLyLiPhTB/eJvMbEpOaN8VgprxvnTqtpdRCYBrYA/VPVbABEZCnQFRtrnFwSqAEWAJSJS1E6vApTGCpmwXkRmAWOBP4DP7b7RtvZ5tyEiPbBmvZM6S864hxOlY7X8RMco83aedn9yErl27Sq9uz5N/yEfkTFjJtp37M4Lr7yFiPDZ8EF88N6bDP/iG0e0Pvt5JkE5c3Ph3Bne7Naa/IWLUja0BgC/jP4Uf/8AHmr2pCNasfRoXZvXP/mDaYs206pRBb5+rz2P9RrFiNda0f+L6fgqPnmHKvmZsvkkEZEp349yWFgYX3zyIb9NnX2viwKknMBViU3eXuTDchxU1c32541YRq+0bQyzAIHAPJfzJ6lqDLBPRP4BStjpC1T1HIBdm62lqp+LyDkRqYA1qXNT7Dmu2BNExwAE5ivh8V/go6VzUrNIdl78betd3O7dERkZSe8u7Wjeqi0PP2b1tQUF3zLcbZ7pQvdnWjmmF5TTGlzImj0HNR96lD1bN1E2tAbzpk5k7V8L+GjsFMdf8PZNq9Lvo98BmLJgE18NaAdAxQcL8NPwzgBkzxLIw7VKERUVw4yl3vm+S+YMpE6RbHSvUYDANAHEKNyIUqZv+9cret7k8MEDHDl8iAa1rGl/J48fo3GdqsxZvJLgnLl8Xp6U4nPQU3+K3ua6y+doIB3W/MgWqrpFRDpxaxkP2KER4tlPKP07oBOQC6vm6AhVC2WlfZV89J64lesO9B/Gh6ryVt/nKFoshK69XrqZfvrUSYJt4zV/9p8UL/GgI3rhYddQVdJnCCQ87BobVy3lmef6sX75IiZ9P4pPfppO2nTpHdFy5eSZS9SuVIzlG/dRr0px9h85A0DJpgNvnjNm0DPMWb7dawYRoO8fO25+7lAlH+GR0SnSIAKULFWGHQduTcsLLVOMeUtXkz17kM/LInDfNI/dcb8YxfjICJwUkVRAe26fdNlaRH4ECgGFgT1ABaxh+WxAONCCW6PkU4HBQCqgXVIKM6hZCSrkz0yWdKmY9lxVvltxmA7V8pPK34/Pn7KmWOw4eZkR8/cDMKVnFTKk9ifA3486xYLoM2kbh87dfcf9xnWrmTZ5AiElS9OsQVUA+r09iBlTJ7Nr+1ZEhLz5CzD045FucvKMi+fOMPClTgBER0VR/7EnqFz7ITo+XJnIyBu80dVqNpcsF0qfgR8nSePHDzpRu1IxgrIEsn/uEIaMnk3vIRMY8dqTBAT4cf16FC8MnejI/QC83bgY5fJmInPaACZ2qsiPa49x5XoUL9QpSOZ0qRjWtAQHzobx5p+73GeWDDo+045ly5Zy7uxZihbKT/8BA+nUuatj+ffq8gyrVizj/LmzVChZiNfeGkC7Dp0dyz+5pBCbiHjaVyMiaVT1uvsz77IA1uLumapa2t5/Fau5fAp4HTgDrAUyqmonERkHRAChQCbgFVWdadcmWwCZsWau/6yqg1x0RgMXVTXWg0aCBOYroWVfcrfc0jnGd6rsM62D5675TAugWbuBPtXzteftGT2r+UzrcniU+5MconHdamzZtNExM5arWGlt/+kUt+d92rzExuQs83MCT9Y+VwG+xzI2BUSkHNBNVV90ogCqeghrcCR237X6kZCrn4Wq2iue9GOq2iJuoj3AUg1onYyiGgyGZOCfQjoVPSnml0BT4ByAqm4B6nuzUE4iIg9izWhfpKr77nV5DIb/j8QGrkquk1lf4Emfop+qHo4z2ui7CDpxUNVOCaSPwxqciZu+E6vf0WAw3ENSSEXRI6N41G5Cq4j4Ay8Ce71bLIPB8F8idvJ2SsATo/gcVhO6ANbgx0I7zWAwGDzmPmkdu8WtUVTV01irQAwGgyHJpJCKokejz99y56RoVLWHV0pkMBj+c/zXJm8vdPmcFmjJ7XEPDAaDIXE8j9Z3z/Gk+Xxb6AERGQ+s8FqJDAbDfxIhZVjFpCzzK8StaFn/SYIypqZbvQfcn+gQwZnS+Ezr1KX4fQh6i+3zRvhUr3T3H32qF929qu+0YnzjKcgbCBCQQubkeNKneIFbfYp+wHluBZs2GAwGj3DCs5KIhHB74LzCwAAsb1rdsZYFA7ytqknymZaoURTrLspxyxlDjPrKsZ3BYPjPcBchThNFVfcA5QHsedPHsRy+dAY+i7NMOEkkahTtGKqzY501GAwGQ5IQr4w+PwQciGfFXbLwpJW/2XbQajAYDEkitqbobgOC7FAjsVtiU//aAq4+5l4Qka0iMlZE7gxW4yEJ1hRFJEBVo7D8FK4XkQPANfv+VFUrJlXUYDD8/8PDytxZT1yHiUhqoDnwlp30NTAEa/xjCPAJSYw6mljzeR1Q0RY2GAyGJCMkK9h9fDwC/K2qpwBi/4ebC07ujPXqIYkZRbHFDiQ1c4PBYAC8MXn7aVyaziKSW1VP2rstgSTHkk/MKOYQkVcSOqiqnyZV1GAw/P/DKX+JIpIBaAT0dEn+SETKYzWfD8U5dlckZhT9scICpIxp6AaD4b7FybXPqnoNyB4n7VlHMidxo3hSVQc7JfRfI+zKJcYNe5Pj/+xBROjU/yPSpEnHTx++w/XwMIJy56P7oM9JF5jRce3SIYUJzJgRf39/AgIC+GvlOsc1oqOj6fpEA3LkzM2IMb+iqoz5bBhL5k7Hz8+Plu260LpDkn+Mb3Li+DFee6EbZ8+eRkRo+0wXOvXozRcjhjLp5x/IZkee6/f2IOo1bJIkjdEv1uOR0Ac4cymc0Jcm3Ux/7rHS9Hy0FNExytwNR3jnxzWEFgtm1PN1AGtgYNivG/hzzaFk32dERARNGtbj+vXrREVF0aJlK94ZMDDZ+bryygs9WDhvNkFBOVi8etPN9LFj/se470bj7+/PQ40eof/gDxzV9ZT/guuwFHILnhE3QFZymfjpIEpXr8vzw78mKvIGNyLC+eTFZ3nqpbcJqViN5X9OYu7PY2jZq58Tcncwa+4isgd5L1Tl5B9HU7BIca5dvQLA7D8mcPrkcSbMXYufnx8Xzp1xk4NnBAT489agDyhdtgJXr16hRaOa1KzbAIDOPV+k2/N9kq0xftEeRs/aznd9GtxMq1MmD02rFqTKy5O5ERVDjsxpAdhx+Dw1+00hOkbJlTU9az9vzax1h5O9xC5NmjTMnLuQwMBAIiMjadygDo0ebkKVqs4Fvnrq6Wfp3P05Xu51a9B15fKlzJs9gwXLN5AmTRrOnjntmN7dIKQcz9uJlfMhn5UihRF29TJ7N62jdvM2AASkSk36jJk5deQgxStYa2FLVa3FxiVz7mUxk8zpf4+zaukCmrW+1SKZOuEHOr/wGn5+1iuTNXsOR7SCc+amdFlrGmxgYEaKFAvh1L8nHMk7lpU7T3L+6u2BKHs0KcXHUzZxw47XfcZeEx5+I+qmAUyTyh+902tekhARAgMDAYiMjCQyMtKRZW+uVKtZmyxZb5+e99PYMfTu8xpp0ljr64NyBDuq6TFifQfutvuBBI2iqp73ZUE8RUQyiMgsEdkiIttFpI2IDBCR9fb+GHt5IiJSyT5vC9DbqTKcPXGUjFmzM3bIqwx89lHGDXuD6+Fh5ClcjE3L5gOwftFszp8+6SanpCEitGjWhDo1KvPD986HYv1i2Ns8//pAxO/W63H86EEWzZ5Klyca0K9ra44ecn5SwrEjh9m5fQvlKlohX8ePHc1j9arw5ss9uXTxgqNaRfNkpuaDuVk2oiXzhzWnUtFbRr5y8WA2jnyKDV8+xUtfL3PMEUN0dDQ1qlSkcP5c1H+oIZWreN+ZxD/797Fu9UqaNqxFq8casvnvDV7XjA8B/EXcbvcDKaVG60oT4ISqlrObwnOBUapa2d5PhxV9EOAH4EVVLecuUxHpETuL/urFxH8PYqKjObxnO/WfeIaB42eTOm06Zv/4NZ37f8SS339mcIemRIRdJSAgVfLuNAHmLVrG8tUbmDJtFt9+8zUrVyxzLO+VS+aRNXsOSpQuf1t65I0bpE6dhrF/LKbZUx14/y1HItze5Nq1q/Tu+jT9h3xExoyZaN+xO4vX7mDG4jXkyJmLD95z1gdJgL8f2QLTUOe1qbw9bg0/v97o5rH1e09T6cVJ1Hp1Cq+1qkiaVP6OaPr7+7Nq3d/sPnCEjevXs3NHkmeNeEx0VBQXL5xnxoLl9B/8Ab06t+NeuS8QD7b7gZRoFLcBjUTkQxGpraqXgPoislZEtgENgFIikgXIoqqxFmN8Ypmq6hhVDVXV0MAs2RItQNbgXGQNzkXh0lazL7TBoxzes53cBYvSb+R4Bvw0k6qNmxOczzvux/LkzQtAjuBgmjZvwcb16x3Le+vGtaxYNIdW9cvxXt9ubFyznEGv9iRHzjzUbdwMgLqNm3Jgzw7HNCMjI+ndpR3NW7Xl4cessN1BwTnx9/fHz8+PNs90YcumjY7pARw/d5Vpaw4CsGHfaWJilKBMaW87Z8+xi1yNiKTUA4m/D3dLlixZqFO3Hgvmz3M03/jInTcvjzRrgYhQoVJl/Pz8OH/urNd140PE/XY/kOKMoqruxVppsw0YKiIDgK+AJ1W1DPAtlodwr5E5ezDZgvPw72GrCblrw0ryFCrG5fPWyxYTE8PMsaOo27K949rXrl3jypUrNz8vXriAkqVKOZb/c68OYNryHUxZsoVBn31HpWq1ee/jb6jT8FH+XrscgE3rVpK/YFFH9FSVt/o+R9FiIXTt9dLN9NOnbnU9zJ/9J8VLPOiIXiwz1h6ibpk8gNWUTp3Kn7OXI3ggOOPNqSMFcgQSki8Lh09dSbbemTNnuHjxIgDh4eEsXrSQ4iEhyc7XHQ8/2pxVy/8C4MD+vdy4EXlzRN+XxK5oSQnN56Q4mb2niEge4Lyq/iwiF4Fu9qGzIhIIPAn8rqoXReSiiNRS1RWAoxaq3asDGTOgD9FRkQTlyU+Xdz9m1ewpLPndqpBWrP8wtZq1dlISgNOnT9G+TSsAoqKiaN3maRo1TtpUlbvhmZ59GNSvB7+N+5p06TPw5rAvHMl347rVTJs8gZCSpWnWwOpj6/f2IGZMncyu7VsREfLmL8DQj0cmWePHfg9Ru3QegjKlZf/3zzBk4gZ+XLibb16sx4Yvn+JGVDTdPl8MQI0Hc/FqqwpERsUQo8rLo5dz7kryHfOe+vckPbt1Jjo6mpiYGJ5o1ZpHHm3q/sK74Pmuz7J65TLOnztLpVKFefXNd2n7TCf6vdCDBtUrkCp1aj7/+rt7NqBxvwykuENSmntEEXkYGAHEAJFY4VZbYC37+RcrJvVhVR0oIpWAsViz3OcDj3oyJadgybI64McZXrqDO2ldNr/PtLYdveQzLYCcmb1aab8DX3vePjPJd/HbLodH+UzrkfrV2bJpo2NWrMiD5XT4BPezMZ6qkHejJw4hvEmKqymq6jwgbmfMBqB/POduxHKSG8vrXiyawWBIABHum+axO1KcUTQYDCmTlNJ8NkbRYDD4hJRhEo1RNBgMPiB28nZKwBhFg8HgE1KITTRG0WAw+AJBUkgD2hhFg8HgdUzz2WAwGFy5j5bxucMYRYPB4BOcMooicgi4AkQDUaoaKiLZgN+AgljhCJ5S1SS5VjJGMR5uRCtHLtzwmZ4XgoQnSCp/3y53z5zeO56CEmLDV8/4VG/+7lPuT3KIh4r7zheiU/FUYvFC87m+qrp6tngTWKSqw0XkTXv/jaRknOIcQhgMhpSJePAvGTwOxK7x/BFr6W+SMEbRYDD4BAddhykwX0Q2ikjs4vOcLiFO/wVyJrWcpvlsMBi8zl00n4NExNU9+BhVjetevpaqHheRYGCBiOx2PaiqKiJJ9nRjjKLBYPABHjePz7rzkqOqx+3/T4vIVKAKcEpEcqvqSRHJDSQ5QpdpPhsMBu/jQdPZk4qkHaMpY+xnoDGwHfgT6Gif1hGYntSimpqiwWDwOg6OPucEptoedwKACao6V0TWA5NEpCtwGHgqqQLGKBoMBp/ghElU1X+43UdqbPo5HArLbIyiwWDwDWZFy3+b1X/8wKa5k0GEnAWL83i/4cwaNYiT+7ahCtnzFaRFv+GkTpfBUd1jR4/SvWtHTp86hYjQuWt3er/4sqMaYMUo7tiiHjly5uGz737j3b7d2bVtEwEBqShVriJvDf2cgFTJn5j90nPdWDB3NkE5glm+bjMA06f+zoj3h7B3zy7mL11F+YrOeae/HhFBx1ZNuHHjOtHRUTR6tAUvvPoO7/Z7nh1bN6GqFCxclGGfjSZ9hsBk6127fImvBr/Kkf27ERF6D/yUPAWL8OnrvTh94hjBefLRb8Q3BGbK4sDd3c7Fixd56fke7Nq5AxFh1OhvqVK1uuM6npJSHEKk+IEWEZlthzP1GZfP/su66ePpPvIPnv9mFjExMWxfOosmPd+m19czeG70DDLnyM26P392XNs/IID3P/yYjVt2sGT5asaM/opdu3Y6rvPruK8pWORWtLkmzVszecF6Js5ZxfWICKZN+skRnbbtO/Lr1Jm3pZUsWYpxv0yies3ajmi4kjpNGsZOmskfC1bz+7xVrFy6kC0b1/HGwOH8sWA1UxeuIXfefEz44RtH9MZ+NIAKNeoxctpyPpm0kHyFijF17CjKVK3F/2aspEzVWkwdO8oRrbi8+VpfGjZ6mPWbd7Bi7d8UDynpFR1P8RP32/3AfWcURcSj2qtY+Knqo6p60dvliktMdBRRNyKIiY4i8no4GbMHk8auWagqkTeue2UFfO7cualQoSIAGTNmJKRESU4cP+6oxqmTx1m5ZD6PP/XszbSa9RsjIogID5aryOmTJxzRqlGrNlmz3h5XuXiJkhQt7p3wnyJyswYYFRVJVFQkIkJgxkyA9ewiIiIccZ1/7cpldv69hodatgMgVarUZMiUmfVL51G/mTUOUL/ZU6xbMjfZWnG5dOkSq1Ys59lOXQBInTo1WbL4tO5wJ+LBdh/gNaNoD53PEpEtIrJdRNqIyCERCbKPh4rIUvvzQBEZLyIrgfEi0klEpovIUhHZJyLv2ecVFJE9IvIT1jB8/tg849Ozr6kkIn/Zs9/n2XOYkkWmoFxUf7Irnz1bj0/a1SRthowUqVQLgOmfvMknT9fg3NF/qNr8WTc5JY/Dhw6xZcsmKlep6mi+nw19ixffGIyf352vR1RkJHOm/Ub1uo70ad8ToqOjadW4BnXKFaZ67fqUrVgZgP6v9KJuhSIc3L+Xdl16JVvn9PEjZMqanVED+vJqm0Z8NagfEeFhXDx3lqw5rAUXWYKCueiF4PSHDx0kKCiI53t2pXa1UF58rgfXrl1zXMdTLJvn1WV+juHNmmIT4ISqlrPDirr7OXwQaKiqT9v7VYBWQFmgtYjEdiwVA75S1VKqejgxPRFJBYwEnlTV2HCnw5J7Y+FXLrFn9SJeHreYV35ZwY2IMLYusqZFPd5vOK/8soKgAkXYvmx2cqUS5OrVq7Rr+yQfffwZmTJlcizf5YvnkjV7DkqWKR/v8Q8H9KNC5RpUqFzDMU1f4+/vz5T5q1i0fjfbNm9k326r+2Hop6NZsnEfhYuFMPfPKcnWiY6O5p/d23j4qQ58/NsC0qRNf0dTObb27TTRUVFs2byJrt16snzNBtJnyMBnH3/ouI7HeNB0/v/QfN4GNBKRD0Wktqq6Czj8p6qGu+wvUNVzdtofQC07/bCqrvFQLwQojbUUaDNWGNR88YmLSA8R2SAiG8IunU+0oP9sWkWWnPnIkCUb/gGpKBEIc5QAACAASURBVFmzMUd3bbp53M/fn9J1H2PXiriRWJ0hMjKSdm2epE3bdjze4glH8966cS3LF83h8TpleOflrmxYvYwBr1jLS7/9cjgXzp+lzzvvO6p5r8iUOQtVatRhxdIFN9P8/f15pHkrFsxO8tzfm2TPmZvswbkpXsbq7qjeqCn/7NpGluxBXDhjede5cOYUmbNlT7ZWXPLkzUeevPkItVsRj7d8gq2bN7m5ysv8f28+q+peoCKWsRoqIgOAKBfNuFHS49bt465d1ATOS0xPgB2qWt7eyqhq4wSuH6Oqoaoamj5ztvhOuUnm4Dwc372ZyIhwVJWDm1cTlL8w508cjs2LPWsWEZS/cKL5JAVV5bme3QgpUYKX+rzieP69X3uPmSt3Mn3ZNoZ98T2h1esw+NMxTPvtJ9YsW8zQL76Pt1mdUjh/7gyXL1ld0BHh4axevphCRYpx5OABwPp+lyyYTaGixZOtlTUomKBceTh+aD8A29YuJ1/hYoTWbcySGZMAWDJjEpXrPZxsrbjkzJWLfPnysW/vHgD+WrKYkJL3cqDFk8bz/WEVvTYlR0TyAOdV9WcRuQh0w3L++H/tnXm4TWUXwH+L2zVdQ8isDGXITBQhRIbSIH2lIhJSSpPS9DVq7mtWVNJIKRr4vkQaDLcBoSSalBSRzMMdrO+P9R622+Ve9+xz7uD9Pc9+7t777POu971n77XXeoe1WgD/w1zjA9HFBY7cgYUBujgH8u4DjhCR1qqa7NzpOqq6NJq2VavXhPrtujJm2JkUKpxA5dr1adH9PF4a2Y9d27eiqlSqVY9Th90RjZhMSZ43lwmvvkyDho04oWUzAG6/cxTduvcIXVaQ+2+9mkpVqzOwdxcAOnbtySVX5Chc3T4MHnAhc2d/woa/1tO4bg2uv+nfHH54WW4ccRV/rV/H+b3PoEHjJkx6O5yuiHVr13Lz1UNIT09HdTddT+tF+5O70a/XKWzbsgVFqVu/Ebfe+0go8gbecDeP3TSM1NRUKlY9kmF3PoLu3s3D11/Kh1MmckSVqlz7QDgj3Rm5/+HHGDSgHympKdSoUZPRY56PiZzsIOQd9zgrRDXHwSQOXLBIV+BBYDeQCgwFigHPA5uBj4HjVLWDiNwObFXVh9x3+2OKsDTm7r6iqneISA1gquszjMhZCRyHKdt95KnqfBFpCjzuykoAHlXVZw9U9yp1GungJyZH/T/ILtd3PDpuspb+tjlusgBqVgh3nmZWrN20M67ylq/fEjdZ8Qwy2+HE4/lq4fzQ1FiDxs31tWmfZHld0yNLLcgqIESsiZmlqKrTgcw61f7hl6jq7Zlc95uqnpnhupVYH2HwXA23m6k8VV0EtM9OnT0eT+zIK+5xVvgVLR6PJy7kF/c5TypFVR0PjM/lang8nrDIQ6PLWZEnlaLH4yl4ePfZ4/F4HPlp9NkrRY/HEx+8UvR4PJ69ePfZ4/F4AuQX9zn/rtfyeDz5ixDWPotIdRH5SES+FZGlIjLcnb9dRFaLyCK35XiJl7cUM2FX2m5+XLc9bvJS03fHTVbJYvH9yf/YGN8VJte/F9UKzoPmrYGt4iZr7o/hhxjbH9tS0kItLxI6LATSgGtVdaHL6rdARCIRPR6JrIqLBq8UPR5P7AkpNJiq/gH84fa3iMgyoGr0Je/Fu88ejyc+ZM99Lh8J4ee2wfstzmIhNAM+d6eGicgSERknIofntJpeKXo8njiQ7dBh6yMh/Nw2NtPSRJKAt4CrVHUz8DRQG2iKWZIP57Sm3n32eDwxJ8zJ2y4E4FvAq6o6GUBV1wY+fxaYup+vZ4m3FD0eT3wIZ/RZsPCDy1T1P4HzwdxLZ2E5nHKEtxQ9Hk9cCGn0+USgL/C1SzECcBPQx8VOVSyY9ZCcCvBK0ePxxIWQRp/nkLlNGVqWOK8UPR5P7JGYpEGPCV4pejyeOJE/tKJXitnkkhOq06xaSTbvTOPGqSsAKJFYmGHtjqJ8iUTWb0vhidm/sD0lHYC+x1WhSdVS7ErbzdjkVfyyYceBij8oNm7cyJWXDWbZt0sREZ585llaHd86lLJ37dxJ315dSUnZRVpaGl1PPZMrRtzCb7+u5Nqh/dn49waObdSU+594jsTExFDkDejdjZSUXaSnp9G5x5lcfu3Nez6/798jmPL6y3y+fE2OZVzdoSatahzOxh2pDH39awDa1irLhS2rUv3wYlz11lK+X2dJIksWSeDmrsdQp0IJZny3jqfn/HKgorPNb6tWMWjgRfy5di0iwoCBg7j8iuGhlB2kb+cWFCuRRKFChSickMBTk2Yw/vH7SJ71P0QKUaZceUbc8wTlKlQKXfaBEPKPpZgvR59FpIaInJ/D727Nyfdm/7SBB2b9vM+5ng0qsHTNVka8+x1L12ylZwNLLNSkSkkqlizCde98x7jPf2NAq1An3DNyxNV07tKVLxctZc7nC6lTN7zUlYlFivDCpGm8PfMzpsxIZs7HM1m04AseHnUr/QZdzvR5SyhdpgxvTXgxNHnPvT6VNz9I5o335zH345ksXvgFAEsXL9yTjjQaZixfzy1Tv9vn3C8btnPX9O/55vd9E0+lpO/m5S9W8dy8X6OWG6RwQgL33P8QCxYv5aPZyYx9ZjTLln0bqowID46fzDNTPuKpSbb67ZyLL2fM25/wzJSPOP6kU3hldNQr4XJExsT3mW15gXypFIEaQKZKUURiYv0u/3Mb23btux60efVSzP5pA2BKs0X1Uu58aeb8/DcAP67fTvHEwpQOac3xpk2bmDdnNn37W8bXxMREypQpE0rZACJCiRJJAKSlppKamoqI8NmcT+h62lkAnHHOBXz4fo6ngf1DXvGIvLRU0tJMXnp6Ov8ZdQtX33RX1DK++WMLWzL8dqs27mR1Juuyd6XtZumaraSEvB69cuXKNGvWHICSJUtSt159fl+9OlQZ+6NEUsk9+zt3bEdyyWTLL3mf46oUnYW3TESedREuPhCRYiJSW0TeF5EFIjJbROq568eLSO/A9yNW3n1AOxcN42oR6S8i74rILOBDEUkSkQ9FZKGIfC0iZ8SiPaWKHsamHfawbdqRRqmihwFweLHD2LAtdc91G7alUrbYYaHI/GXlz5QvX57Lhgyk3QnHccXQwWzbti2UsiOkp6dzVufWtG1ckzbtO3HkUTUpVboMCQmm2CtVrsraNb+HKu+crm3o0LQWrdt1pHGzlkwYP4YOXXpwRMX4unnx4JeVK1m8+Ctatjo+/MJFuPGSf3FZ785Me+OlPadfePQezu/UlFlT36JfCPm6c1a3bGx5gNywFI8BnlLVBsBG4GxgLHCFqrYArgNGZ1HGSGC2qjZV1UjW8uZAb1U9CdgJnKWqzYGOwMOSxetRRAZH1lvu2vx3zloWoxzaQdLT0li86CsGXjKE2Z/Np3iJEjzy0P2hyihcuDBTZibz0YLlfL1oPj/9sCLU8jOTN2n6PGZ88R3fLFrA/M/mMGPaFPoMuDSmcnODrVu3cv55vXngoUcoVapU6OU/8sp7jH7rQ0aNmcB7E8axZH4yAAOuuonXZi2i02ln8+6rz4cuNyskG67zoew+/+xyMQMswFzhNsAkNxlzDFB5P989EDNUdYPbF+AeEVkCzMSiaFQ80JdVdWxkvWWRUtlbS755Z+oet7h0sQQ2Oxft7x2plC2x1zIsW+IwNuxIzbSMg6VK1WpUqVqN45yVccZZvViy6KtQys5IqdJlaNWmPYsWfMHmTRtJS7P2rfljNRUrVYmJvJZt2vNl8mx+XfkTp7VrQrfWDdi5Yzuntm0Surx4k5qayvnn9ubc887njDN7xURG+Yr26Bxe7gjanNyD5UsW7vP5yaedzewZ02IiOyu8+7x/dgX204GywEZn9UW2yMhBGq6OIlIIONBwZ9CHvAA4Amihqk2BtUDRsBoQYeFvm2lXqywA7WqVZeGqze78JtrWNMVau3xxtqfs3uNmR0vFSpWoVq0a369YDsAnH82ibv3wBlo2/LVuz+DGzh07SP50FrWOqcvxJ7Zn+tQpALwz6VU6dT01ZvKObdSUjxb+yPvJS3k/eSlFixVn2pzFocjLLVSVoUMuoW69elx51TUxkbFj+za2b9u6Z3/hvI+pcUx9Vq/8ac8182a9T/VaR8dEfpbkE/c5L0zJ2Qz8LCLnqOok5+Y2VtXF2HKdFsAbwOlAxPzaApTMrDBHaeBPVU0VkY7AUdFW8rK2R1K/YhJJRRJ47Kz6TF6ylqnf/MmwdkdxUu2yrN+WwpOzbfrG4tVbaFqlFA+dUY+UtN08m7wqWvH7cP/DjzFoQD9SUlOoUaMmo8eE5w6tW7uWG4cPJn13Ort376Zbz1507NKdo+vU49qh/Xn8gbuo37AxvftcFIq89X+u5Zarh5CebvK69uzFSZ27h1J2hBs616ZxlVKUKprAy32b8fKXv7F1VxpD29agdLEE7uhRl5/Wb+OWafaiGX9BU4onFiahsNCmZllunvodv/4d3ZSq5HlzmfDqyzRo2IgTWjYD4PY7R9Gte44DRP+DjX+t444r+wOQnpZOx1N70bJdJ+4cPoBVP/9IoUJChSrVGX7bg6HJPBjyinucFaJx6AfbI8zin01V1Ybu+DogCXgRC/1TGVN8E1X1ThGpCLwDFAPeBy5X1SQXJWM6UA4YD/wNHKeqw1y55YH3XNnzgROA7qq6UkS2qmrSgepZrlYD7XHna2E2/YA8eXbDuMmKdyTs1PT43V/gI2+HxeXndGHFN4tCU2NNmx+ns2Z/nuV15ZISFqjqcWHJzQlxtRRVdSXQMHAcnDDVLZPr12IKLcIN7nwq0CnD5eMD31sPZDqbOSuF6PF4wic/Td7OC+6zx+M5BPBK0ePxeALkldHlrPBK0ePxxB4fJcfj8Xj24vsUPR6PJwP5xX3OrwEhPB5PPkMk6y175Ug3EVkuIj+IyMiw6+mVosfjiQthKEURKQw8BXQHjsVysxwbZj29UvR4PHEhpLXPrYAfVPUnVU0BJgKhRsGK64qW/IKIrAMONuRyeSB+Sw4KtryC3Lb8Iu8oVT0irAqIyPuuHllRFItyFWGsqo4NlNMb6Kaql7jjvsDxkdVsYeAHWjIhJzeDiMyP5/KkgiyvILftUJCXGar6jxVreRXvPns8nvzEaqB64LiaOxcaXil6PJ78xJfAMSJSU0QSgfOAd8MU4N3n8Bib9SVeXh6U5eXlI1Q1TUSGYVGyCgPjVDXU0Eh+oMXj8XgCePfZ4/F4Anil6PF4PAG8UvQc8rj8PwWOSAbLrDJZevalQN4MuYVLk1CgKMgPloi0EZHmqrq7gCrGhgCqqgXx94sVBfFGyBVEpA7Q3+0XjpGMRBEp4/azl4c1Onmie0fi4pdIxmQfGYeXzHHAGyLSJF6KMR7KKSBjoohMAq8YDwavFMOjNZZxEFVND7tw98B2ALqIyBDgdREJP5t6gIhCFJF+mPJIitNDXRG4DoiJ4o8oP1V9HHgVeF5EGsRSMQb+byX3cz40Ai+ypkBtEXkpct4rxqzxSjFKRKQ4gKq+CBRyc6hCR1V3Az8BVwJ3AS+q6uZYyAoiIp2Ay4GeqroVmxsWazYC9YAhsSjc/S9xv1UFIAV4SUSaxUoxOoXUHXhTRO4Wkdsj58OUE+juSHAJ3o4HWnjFmH28UowC5zJfKSID3KlngeIxkBO5iVcBrwALgBJOfqxkISIJWHtqAP1gz+TZmDxUIlJZRGqq6i7gCszKiUnmdhFpBVwF3A2cD7wAjBORhrFQjCLSFrgXGIml7G0feaGGKCPY3VFBRI5yirEZ0MwrxuzhlWIOEZHTgMeB74FLReTfWDrWgSLSJkQ54m7iU4D/YO7eCOBEoJeIlBaRxiLSMixZbr80UERVpwIDgOYiMhRi81C5XN03Yq7sBdhqqx1AxUjdoiw/44BRKvC5qq4GfgWex37Lt0Xk2Ig1GSIlsS6B0kA7YICqbpcQYwEGfrtrgXFYl8c1LsRWc6CRiEwJXuvJBFX120FuQEvgHaCNOy4HnAvcDPwJPAIUwa0YCkFeF+AHoH3gXE3gJWA05m52CrF91wBTsKVUvdy57sBk4OoQ5URWVJXH3PLSmLv3JnArFu5qNnBEGHLcfjH3Nwn4Brg58NkNwHNAzRDbVgWzDHsAa4GvgFLus5PdvVI6xPYNBj5x+88DW4F/u+NEYK6rUyj3ZkHccr0C+W1zD9M4LNBlZp/3csqkXEjyCgNPAme54385pXE25tp2xOLJhdW+ocBHQAngdSAd6O8+OwN4DSgTorye7kGdg7nMVZ0SqQrc5xRxC3dtVA8y1kf5MtYvWwOo5ZTU05hbuwioEkKbIgrxdGAqUMcd3w/MAioDpzilfFoYstx+JaAFcCQwHHgLsxD/Bu4N6zcr6FuuVyA/bYGb+1jgY+CxwGeJgf1pwLkhyKvqFN85mNU0DRjlFNfXQIUM10erNATrO6yIWYsTMSs1BejrrikR4v+zuVPADTFL6k7gjmC7XHsfC0HWIKd8WwGLMSv7RMxK/TdwO9AoxLa1dQq3kTsuBhyD9WN+DLwHnBrG7+bKGALMdPfL4ZgnE5E9DvicEF9mBXnL9Qrkl83d0FsiD6hTjC8CDwSuKewUymfA0VHKq+Ru5qHAYdiUn6PdZ0cSpVvpFGChwHFQqVcGZmDRl8GsndVAyRD/nxWxgakvA+daAB+wbzdBXye/6MG2L7BfDxtQKYONpH/qFOEbwIkhtaca8DB7rcT+wBNAE2CYU1JvOoWVGGlPSAqxvWvTEe44wdXlLuzl9jpQPazfrqBvfqAlG4jI6dhDNRo4R0SeUtVvMfeupog8AjY/UVXXAp1V9YdoZKrqGsyKagpcBKxQ1R9E5Czgf8B/VHVdFCJK6N6pKVcBD4vIBBGpBWwDVgKtROQybCpQS1XdEoW8jIMlf2Nx8LaJyPUAqroAcymbuesTsND0N6rqTrJJhgGjy4DOmAKuiE0tao/1HTYCThORpGja5er+G2Z9HuUmnc/DuiBewwZ1nsEGcmqqakqkPZF6HgxuECyy3xCzuI/GulJQ1TRMSaZj3Sx3qeqqnLfuECO3tXJe37Ab+2PgDHd8OLACU0pgrl+zEOU1BW4IHJ+LPcADsYf6TKBH5JnPoYzTgefd/oVYP1dxbBT2Pnf+aszS+Zpw3couwLWY9VQU64N9GpsSczLwHdAhJFlDsKCk1d1xK+BbzPLuiQ0mVQhBToL7m4T1gb7PXkswYr01A5YBzaOUlejugWuBS7HuhqPd8bNAlwzXFw/rtztUtlyvQF7fcIEscZ397lx3bFTvtpBkBF29jthAzXWBc9dhVsYg4LCM3zlIWeWwvqd6mBv+KLbc7XLMAi2S4fqoRkYzlNUaszovBeYDDwJ1sf7EL5wy6eSuTYhSVjHgbaCra/OlwG3AZqzrYTHQOKzfzin7V9z9MtnJTnSfdcBepFENqgRkVnf1XxNQ+EdjA1VPhyXnUN28+7wfxMKdl1BbsrcUeCUw2XYLMAY4VUTaRytLVVVEOovIIFX9CBtcaB1xKzEl+QMwV20yLuqehByQAqRhCuJRzFW+B7PSTlfVXSJym5t3CaZEokZEGmHzHe9T1WewgYhKwHBV/S82sXkZ5tKi5gLmGFXdAfwX6+J4ARtpXov1tV2JWVRLopHh5KiInIhZ8uPVulB6AQq8KiLFgN+BPmpzPsNgDXZPzgMGu9UrP2DK+Eego4iUCEnWoUdua+W8uGHWxa/Y9I07sEGJUdiUjQeA37B+nAeIoqOevVZGC6zPaTcwyJ1rj9307wDLyeAWRdm+6zFLdwRwBOayXogNsJzn2lk/JFmRNp6HTbt5HqjqzhXDRkXLY+77ecBDQNmQZBfF5pSWdccXYP20xUK+X0a63+6EDOc/wFz00OYEYgNPj7v9qu4ejXTlNAZ640eZo/sf53YF8trmHqJRmCXTFptb9gjmFrXG+qLqYKsSFgG1opTXARvUOBnrA/sLuNJ9Vg64JOPDFkIbj8IGH77Dlri1w0YoJ2IudMMQZESUYbXAuU7YwMNFrg4NsYGVKu7zYkBSDH7TQpgl93XIbSsVOHe3ux+OynBtizBkBY5LYjnJn3DHxwIT3AtnT/+p36L4n+d2BfLShq1C+ZV/ThO5F0v+U8mda4BNu2kSgsx+wJ2B46aYFXdpHNrbAnPL+zilfxjh9iGeis0NvB+zSg8DumFu7UfY6HNPd22hsORmUo/imOseivXryjwNm2s4BZvUXhWb/jI32hflfuQdA1R2+yWxPsox7rgE1idcJ9b3zKGw5XoF8sqGdVSXx1Y6rAVGBj473j3YDdxxaXK4YiVgZdTG5pOdB3yQ4ZqxWL9Rnzi0uwk2MfyykMttCyxx7RyNBbF4FHNp22OrLYbE8fcN04Vt5SyzNtgg2ANOISZhXsZ8DnJe5YHqjXkmk90LtKI7XxLzKsbF6394qGx+oAUQkZ7YQzoOe+MOBK4LzJ/7HBilLpWiqm5S1b9yIKeQqqoLJjEaqK2qE4HdIjJDRCq5wA+J2MhsgzDadyBUdTHmwk+PtizZN7huZD14Heylchs22PEgpiBfBbqJyDkSo6C8QdRpkmgRkcrYSPZaVZ2nqg9hU7Y6AeVV9WbsZZbteZWZyNgzn1ONFdh0m1OATiJSWW3O6JPuuKKPehMeh3zeZxE5AVvd0MVtY7HoLP2x2HeFVfVejSJ2oYgUVdWdaiGpjsMUw79UdTmAqnYTkYexKDjHOtlNgMZOkYYdsWUfVPWbaL4vIiVVdYuqpotIR8zaXgr8gfWTXqyqi0WkN6Ysq6nqZPcgJ2sMgvLGAhHpjE2Z+gq4WETOVdXXVfW/InIxZkGuVNXvo5ETUeBi8R5rYxborZjVeA5Q3Y1q18H6m9dGI8+zL4e8UsRGki/D+vKGY8poDBaFpi8WgSbHOMviVBF5U1U3Yjf5l8BGF+KpB9Yn1BabxlECe7hGYOunY6oQo8VNU5omIo9jc+eewiZIt8UUY2tgtYgkAvWBgYGXwVu5U+uDR0QaY9buJdhAxy7M0j0SWxLZGHOjw5I3FJukPRhznUeq6lUiotgAVUtspc+asGR6jEj/1iGPiIwC/lTVx8TC7w8HzlTVVRmCdx5MmeWwPsNkbP5YDWzy8jvY2/8FbF3v3cDLqjpTLPfKRcCHqvp1CE2LOW7p4UhgA/bwLhaR87H2VsFGt38EJqjqpFyraA4RkarYb1RdVTu7c1WwlUHXAD8D96jqJ86zOGjLNxA3M/L3NuwFcxHmmvfCpv0UUptLepi6OauecPGW4l6+Boa4dau9sGkxqyDH61MFswIbY+t3r8A6xp9T1U4ikqSqW50F0hKbVIyq/i0iT+QXlxJAVaeIyFYswMIpmMX4BtanWBSb7vOMqm7I6QsmtxCLBP6ziHwC9BGRvsBEVf1dRN7E1hc3weVeiUYhusNjROQnrP/1TWzA7Qy1iOfDgHQRGYNNwPfEAD/Qspf/AuMxd2+Uqs6NpjDXQf4yNnXiGEzpJgHnu37FnWIh6qdga52XRDrL85NCjKCqM7BpL/1FpI/aipSJ2MTzKaq6wV2XnxRiSeAJEbldVcdjyr0VcLZbRbIes/RXAJ3d9QcrIxi8YhgWHu5+zPpsBHzsFGJ/rJtnpqruzk//x/yGd58z4G72tDAsGhHpCtyEvXzWYas36mA3/Ez3t7qqzs9vFtT+EJEeWMiqx9WSeeUrMiipwlggh5uAL1T1PrF8PCdi8yxfc65uBSDF9RnnVO7p2NzH+zFruxS2Pr0DpiibYaudvs1x4zzZwivFDISlnNyDMhkYrKrfisjl2DK6dVgAhpVYLMaownHlRdwDfh+2amZNXh8syohYjp2tznovjA1s3AXMUNUnRGQQMC8yRSsEeVWxfueZqnqxiBTBQn5Vx5TjY8AuVd0UhjzPgfHucwZCtNZSsT7b8u54LLbOuCc2OjupICpEAFV9FzhJVX/PLwox0nUhIjWxKVHvikgT15WxDHOTh4slgno2LIUIoJY86ypsNPs8tWyGE7EXaCHMCvUKMU74gZYY4QZM3gA6iMgGVf1GRCZjk8NfV9WfcrmKMUWjC4Abd5wbfDqWlqA71gc8QUT+5X67ldisgaj6mg8gf7KI7ALuFRFUdaKIjMeCARfIl2dexbvPMUREqmGrH1phcxN7A5er6sxcrZjnH4hIU2ygrY+qLnPnXsZiTn4KXOw++zTG9eiOeRVXq+qbsZTlyRyvFGOMG5FsjfVLLVDVT3K5Sp5MEJH6WIrTZCzCeTtsRY5iAx3rVXVWnOrSBfixoHsTeRWvFD0eQCxPS38slNpDWFi1dsBmVZ2Qi1XzxBmvFD2eACKSqKopItISW3E0XFU/zO16eeKHH332ePYlXURaYBFobvYK8dDDW4oeTwbE8ptUcMv7CsSkek/28UrR4/F4Anj32ePxeAJ4pejxeDwBvFL0eDyeAF4pejweTwCvFD2ISLqILBKRb0RkkksxkNOyOojIVLd/uoiMPMC1ZUTkshzIuF1Ersvu+QzXjBfLFZNdWTVEJKocNp78hVeKHoAdqtpUVRsCKdh67T2IcdD3iqq+q6r3HeCSMljgVI8nz+CVoicjs4GjnYW0XEReAr7BMsidIiLJIrLQWZRJACLSTUS+E5GFWCoH3Pn+IvKk268oIlNEZLHb2mAxF2s7K/VBd90IEflSRJaIyB2Bsm4WkRUiMgeom1UjRGSQK2exiLyVwfrtLCLzXXmnuesLi8iDAdlDov1HevInXil69iAiCewNmwWWRmG0qjYAtgG3AJ1VtTmW8P0aESmK5STuCbQAKu2n+MeBT1S1CdAcy/Q3Egt80FRVR4jlvD4GiyrUFGghIu3dCpPz3LkeWE6brJisqi2dvGVYLu8INZyMU4FnXBsGAptUtaUrf5CLreg5xPDxFD0AxURkkdufDTyPZeH7RVU/c+dPwHJSz3XxWBOx9tzMiAAAAadJREFUiDL1gJ/V5ToWkVewtJwZ6QT0gz05aDaJZS4McorbvnLHSZiSLInlednuZLybjTY1FJG7MRc9CZge+OwNF/z2e7EkUfWc3MaB/sbSTvaKbMjyFCC8UvSA61MMnnCKb1vwFBaOv0+G6/b5XpQIcK+qjskg46oclDUeS1G7WCzpU4fAZxmXcamTfYWqBpUnIlIjB7I9+RjvPnuyy2fAiSJyNNj6YBGpg4XYqiEitd11ffbz/Q+Boe67hUWkNLAFlxrUMR24ONBXWVUs182nwJkiUszFp+yZjfqWBP4QS1l7QYbPzhGRQq7OtbCMg9OBoe56RKSOWwPtOcTwlqInW6jqOmdxTRBLrARwi6quEJHBwDQR2Y6535ml+hwOjBWRgViu5KGqmiwic92Ul/+5fsX6QLKzVLcCF6rqQhF5Hcsn/ScWxTwrbsWyJ0ayKAbr9CvwBZYU6lJV3Skiz2F9jQvFhK8Dzszef8dTkPABITwejyeAd589Ho8ngFeKHo/HE8ArRY/H4wnglaLH4/EE8ErR4/F4Anil6PF4PAG8UvR4PJ4A/weWyFhuyunJ2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(test_label, dnn_cls, classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "true_cls = pd.Series(test_label, name='true_cls')[test_label!=cnn_cls]\n",
    "wrong_cls = pd.Series(cnn_cls, name='wrong_cls')[test_label!=cnn_cls]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "wrong = pd.concat([true_cls, wrong_cls], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fengyuz/Documents/test/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "sad_neu = wrong[wrong['true_cls']==4][wrong['wrong_cls']==6].index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = sad_neu[0:9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_images(test_x[sample], test_label[sample], cnn_cls[sample])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from vis.visualization import visualize_saliency, overlay\n",
    "from vis.utils import utils\n",
    "from keras import activations\n",
    "from keras.models import load_model\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn = load_model('cnn3.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1622f58438>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Swap softmax with linear\n",
    "cnn.layers[-1].activation = activations.linear\n",
    "cnn = utils.apply_modifications(cnn)\n",
    "\n",
    "grads = visualize_saliency(cnn, -1, filter_indices=test_label[0], seed_input=test_x[0], backprop_modifier='guided')\n",
    "# Plot with 'jet' colormap to visualize as a heatmap.\n",
    "plt.imshow(grads, cmap='jet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+s4q+GUydI8/iN5dk8e5DAwB494oayZ4DzCkYJHi9EVMuAmr0eNa0xT1TZRxMyKVJkpiYyO7du62C3rFjh1XutbW1FkNPS0uzzs/ExMQYRes7MX0mjK+sfdy8MbaMLwYGCYIgZrLwIRf/2kb5+hOCj6c3dPp+8803ABx11FF07doVgK1bt9o60Wi0USho36QOeQDaAUP0sc9weyiEoNK8hAshTyvCYnApsrsBr+tyGaKYQZT2HF1eDe9foMtLcS78sbhJYhUOFzfKN9d793fiQMtM3KSzFptgsRwYYhyOvaGdVjIll0OBLk8BSgt1nRKvv9NxkE4EN2HtjyicojP99f1UGTiFvopvK/6G0lBZ+4rWhz8aU8D+uZne943BMw2P74vz1XfcbsT9lple/X3F+RsRhWiiSxUtB2qHJ235TduJAKyY2p3RPAjA7uFJXIOkvsk9fyuDNslzuaHnLdxUK9BKh6vWcn3RTDl+f3t+xR8AePixkby8Q9Cfi2bN4ffaGJj+zFAmbboLgPxZ83kWgVpmTBUIZcyuB6gbJbrghU3X8eMx/wDgxkXPsqLvyQD8ftcoLr1Edm88c8USCkf9PwCO53OeniQT0CVtX2HOIA25DPDuvx0wWpMH0oFSsxFYNQ5e3DuJ53KJS1ziEpfDRA6qhV5fXx9jlYLQE41kZmZamCM9Pd1axj71MDk5OQby8LnnRhry0BvSE00dY1EbS9znkvvX9K16pVQMhdG/RnKycE/9VUF1dbW10Dds2EDv3r0BWL16NWvWrLHn+w7WpkmAWFNrcNbpchwLA8RJCtAZik3g3npcJtDOENJcsShY66DfIFdldRUWIsm6Hspn6i+245yU24GJDfr3a4+d+DqyGxrAImKdjTpjbuFGr++9oeT3urwTCvTqokMmlBqY5ygcjHMuDmYoxFEn90eSEMu8GkfaMBAXOIjFiFldNHTINmZxQ+yruCc4xGeo+Jz3hvUyiLWmo43U2ZP4TlwfTsnEQXBf822H7n7YhvUIDPiKMFcAGA8PdNDp2qdD68dkJTj7xsFUTRU4c94TP+OIGzYBcOech0m8RPo75pPH6HaSsF9mvzGYqvN1/Wd/xkuDxaKf/9bF5J1TDMDUObfS7xKB6xY9358/XDUcgAfekuufcc7fmf38YADaX7WBhz4aB0DPvkt58lVxeCZeVMczO4YA8Gj3m1n8kLwLn47oBrcLGjFnwqUOFazEQS7dgRr9gtW0xFEVd+Ic8HsnB12hV1VVEQqFLMslFArF0BDbtBHcqnXr1paq6MMfRpn6bZpzfcjFpxY2xnIJh8O2TYPb+99Ho1E7AfgYui8+Du9fJyEhgcxMWZbu3LnT3l95eTllZfKitW/fns2bJS9TZWVlo+3vmyTglvlG+fXA4dPdsFBB1rmOynXpCVBggnbWQtTgzTuxsEklsHq7Pp6JxcrLA3fN7tkuOGNFNpQb+MNMIsXInrwgytwoxb5enZY4JZKKU1bTcFuLfg38SXfXxxjb6vsFUTazdbmf1/7+SBRRkjtxWPJq3Jj3w72tLYlVio1BGH7Zh0UaskwaU8I+K6ZlI8fAwSK+8t8bhd4Q2/f7biSD2IkqyvcHPX2HhJHnsSsMPl6YWC8svIpfZP8vAB8/1p3nFgmz5YipmxjNJAAm3fAZ1z8uBkV0eCI3LnsWgJxTt9Pr+k8AeO6pS/lprTx39w3+lEEPiUJPG3UeF78mNNqelyyl/5GLAPj6qwxaXSNG5uXPiHFxcvYqtm+X+285soYzJssudUeqIoqCYwHo8to6fnGh9LfXzz9h0wtHSNss5bbnBC66n9u5YMI7APTp+TaL87UB1LUGVugXMgdYbAyZNBzUuXcSh1ziEpe4xOUwkYPuFK2vr4+xflu0aMGOHTsAyM3NpXVr8WxnZGQ0FmyDUsoeb/h9Yw5PcAFFfpCRf+53cdP9fkMsy2VPqQf8voRCIRsdunv3bmuht2rVipYtxbqqrq5uNLXAvkkEWea3BYzT8j2cNQnWaZeFeNYBiubgLMW1OCv3YmxY2/tLcQ7AC3CskY2AePxZ8RGgubSkIg5TvLqrvH5Fcc7aYcRap2a5WYAL949glxTtTnH+1MKJ0G+MlJcB5QbCmk8sP9w4MfdH6nHWa7E+dplX7oCDecpwkItvIftRqxDr/DSQjR99uhF3H6necV/8Yz5DyYhvWYe9zztpHP7xg4bKcM/DRtwz0LLBNWJ46PsuIcQyfRFer7tQWhyUydr58kMvn9iHMWMKAHjgvrv5YqxYxXMeGUTezV8C8KtnZ7B9sMTs3/XQJKqeklXxr5+dzmODxSl5/0v3cN4oSXB5yVtvUnihQJND1s8k/6u/AtCH91j+jNzz2XXi5F+9vROtN24DYP7k/gx84y0A/hKcwU/eEGt9xoWXM+Q9segfe2EoBY8I5Nj15g8pul52tbv2qWdgvNzy4l5ng0ErO6XAav07hnJxq1c//mLvh/KgS319vQ0a8uGXFi1aNIp3AxbvDoVCVgFXVVXFUAsNRJOYmBgDnTRGf6yurv7WNerq6mImBdOGH9mamJhosXJfCfuTgk9/DIfD9vx169bZaNLU1FQ7eX399dffip7ddzEYejVu6X8xTlEUY7H1crBRm1mXQLmm+LUbCyUGW5+OC/IxihrgPtwyP4SDM/IhRSufmo/ctSzG7IfDr8IpkUJA/Ap06AhrjdKfg3uwb8IycUoiUGKU+xgXHDoUaKf7WbLcu28/FcL+iAksSvXuI5VYv4GZPP9E45GivnKN4pR1W9yYtsVNQKm4MWhJbNRvYwFIjVEf/ev6dTJxE1DYazuCw9/zcBPsZbiIWz+NxEbkOTgAi/3R0DNRDIH5U37KjxE2SfKYWs7TLMhPx3ZjoAGfb4YbNwjM8tngExhb9hAA7UdtYPCbArntHpzEiBVPA5B9eSl97pZ7KP5ta466TJT09tmZtOwmOmjDn44TwhawfLYwWFpdX0nJU3K/baeXMWqoaOWz1yxm5Pn3AzB4xWyyepcDcNGKv/DpzQKb/Jh/8MRTNwDwax7l5+Ok70f1XM36PB0K2yuAUvNMAYvN2HqR2HspccglLnGJS1wOEzkkkEtSUpK1pn2WS7NmzazV6zNYgiCwOVDKy8tjwvONZetb1z6ckZGREcNz9+sbGMUPWjLiJ/uqq6uLseb9VYHvCPWtewPppKWl2XsMgsCuRurq6uwqpUWLFmzatGlvh3APko5YuiHsMjk9DSpN/pTeWAdL+XpcHonlENImyXhgiLGoL4aB2mqYB0Tf9topdOVO2kJdPROGaQt58nIYIaHUTPFhiGJd/hRnna7HWpspHaGNXvVsycWtDGbgWDGPufqlY8VfClC+GMrN8tS3eD9lX8Onv1vC2BUFC6HDECmunY1b0WzEWcgZuPtY6vUrirNyt+Kc171xFnVn3ErnT8Ra2g3FDybyk5b5ztLOxC7hjaO7DGeV0+BcoyJ8i95cw0iY2GyN+ygRYAswD4ofzJNj4xTPzBoCwJaJx5A/phCA+Q9dzNZRsrJd/ngfxg9fAcCUib+heozALE/PGUHaJQLXjXr1D1RcJKu1gpcm0uG3Yjmf/s6nvDP7xwCc9fk/CN6U/mcfUcLq2WI5n8YyAL7+n6M4W8dY3DD0CR56VVgu5130JpNfvQOA1hd9zZ3/fBiA17ufxZPPCvvl08HdWHLXmQBk3VuO9ueyvl8nSSwMUKRgsYYXQ2m4VRHsOZla43LQFXpCQgLNmjWzCnfz5s1WcfpsFh82qampsZkJfdpgTU0NpaWS+aaurs4mwfriiy9s/pTc3Fyys0VJNWvWzAYu1dbWWvaJUbJ+tKefv8XP0qiUsn0xfTb/faaKH/1q2t+xYwfHHiv4XyQSsYq+VatWB0ChVyCKtgd0l/sSHWH4hhFctOejkF7gTq2UgAyGVGMDeyiExYJnMhoo1or7xULvmvkWZv9X7zs47h0dNDE5F6aYvDEX6/+DoY3kt2HLiTiM3YNEioFKM3GkYmGhDmPsi8DAHlhlUlMIC/P1F21xuLwP7xyowCIjPsbcVsNXIIq6seVxW2KZIlpBp/SEmte8en6wllGWHYgN4vGTY/nK1e+DEd+HkKfLue76VOMm2DU4fNy/vxCxmLsJIuuBixQ1be0H7bYZkn2wP9zAEwA8PutX3MRjALw+5gLuWCrhlktHnc5VvADA88M3MO4BgVnqxiRyd9EDAAy85M8MyH8XgBmFlzP4cYFfjh3+BaddKM6jf73Wno7ny7ux+Y0sSvR89HLwM1qdLO/l13cKTbPgMvhslY5yfgbLyD1z7BJG3Sfwyx2LJtOhr0zKA0a/y0OTfgXAebzJz+59GRCWy/zx8j5cdvyzzO4kVMgz+87j3WIdadQOmGSeEaCmeJ+GMg65xCUucYnLYSIH1UJPSEggLS2NlJQUC1VEIhEyMmRJ1DDc3ljoycnJto4Pa+zatct+Li8vt7lRIpGIDeapqqpi40ZxLOXk5HDEEcIP9XOs+HCKuWZdXZ1l39TW1lqLOzEx0VrciYmJdnWRlpZG27ayhD722GPtSsBP07tlyxZ7bkpKimW/pKenW/il6ZKDeAZzYYVx0JZBSEMf0UJicnFUGgu6H+J0BIE2jGWX73jlE9bg+Ob5UJ4v5eLtcLusfq79+x8d4kA/hEMLbln/AqRoaIfXcBb0JVhrs/JRbNqCcZmQ00fKIyfC5DHevZrUuL+HfN2XwgrXx2FjHItn8UT21bHUuJjQ/zwcPNITSr/U5W5IkBSIVW6s2RNx1uwYTgokmfYnzwJD/LzXhqHTGefU7oxzOvu5YhpzoKd61wzhfsfTcZb4e97xnbhxNJ/N/zxd3oj7UfO8627l21DA/qauACbD3SN/C8COgW24Z/7/ALDtxiO5eqrkW3/1liv57GFJybzmtpO4/0FZlRU8PZH86woBuOCLhcwtFPbVkKUv0W+4jOe12//IoFECO45gCi+/JvlZjt6xjuoP5Tluv/FdgmnyHPXsKe0t3ZqPqpAVyJyJ5zNyoqwijr/vcx56XOCX7sNXcPVbEvr/5KSrGfWGpBv4/PxHKHpIs1xG/VHIW8DscYNtnvR33x8Ar+gxyAFJ2QHUfDtPzvfJQVXohv2RkZERk+vET5nrQxtGampqbP2amhq2bJFcx8XFxVZx79q1y8IlqampdgJo166dVd6RSMRi8T5EYjD2cDhs8fHKykq7YcWmTZtisG8T5ZqSkmIVekZGBtu2ide8tLSUY46RfMjNmze3rJiqqqqYJFz+PbZq9b2bkXyPVOKiIo0C6+cw5qGroEO+lNf2xi3PX8fmLrcUNegafE7Rj+RBpE9HS7fifRz8MT6buWMlwVEuW/mvhSv0Zddi2RmdtNJYPRSKfejBKIQC7FPe4SanK8c/hcvN0g8KjeJsi33gCXmpLgpd/Wng8tO0xCnC/RE/cEuzPUL5EDWKOLNBfXOvf4KQTEYJJbv45GrJbBaevJPIdB3xuhaYYM7bCd31RFYClBpYxrBJdJ1vSTWxrBmDiXfAMXFW4jifxbhALx9m8YOiwjiWjZks8L7z73M/pA6BrgbCz5MFTvn7/DO4XEcNPzzlFn6BBO28Oek8rmEGAE88eAPD6x4H4PXrLqDvLFHum69sQZt3xRj75ZmP0PYJGYuPbzjZUgWf7Hs9mYuk7y+eeSXcI8efe20QCIOR8T1FWfM+TLxQjJ6LX5vPb8bIpNP/5UVcOfyPAAzaNIdN5/wagOtfm0nphUKhHMp0EkeJTjmPN7hgtAQW9e2ygEUDZdJJ6LeL+iKdyz0HmK73EKiEWGjr+yUOucQlLnGJy2EiB91CT0lJ+dYGFYbx4udp8Z2i1dXV1oG4efNmm4K2oqKC9u1lc5QjjzyS7dtleV9fX2+dpaFQyKYTyMzM/M4Uuw33+TQwi2+5V1RUWKgkMzPTWt+pqanWyk5KSrLWekJCgrXud+3aFQPpGKdsNBq15aaLiZ/ugLO2HoaFJr1sngv3X7sSl9+kM84J140zg3kApFFN0RZJTdCy5BTKTtWMjBWLsUv4cakMLJIgCybVWEMb5sN0DZHM8I5Zx99a75phLPum+yVuW7At18M0E1iUiYNwXiDWyWicqG0hSzPqthbqAAAgAElEQVR0yh/FMUvy8JLIHADxcp1EP8IxaHoQG9ijV0DpN9ntW+vbfMxfOQOAwpnwW5Nhts+5oDdhYMBNHPO6pA9fd0sXmGwYD35ahIbh+UZ2et8bWYhzFpfh0hB/gA0KIxNn3a/CqYUPcNxzPydQwx2W9tNKNxZ6IXw2VazTortOo2jIqfL9MMVLb0uOobJBbbmzQNgkFMDYWbJ0XHLLmdz1sDBOXuAqbjhTlqZP3nczR4wVwkHBPyfy96fEuXnGOx/xu7Nk04o7P3mYj16T61495xUYJHvWXb1UcJCiC49lzCJx0FZfmMYDn0uOl34/W8ish64F4PhRn1PwhnhLf3rhXO58Wvr49+vOYP5EcYSmjamy78ii8f3tqre+tJnL65IDVJrVaGPxBt8tBx1DT0lJiYkU9beU82EQPzmWj6c3b96cH/3oRwAcffTR/PjHQj068sgjeeMNiQLbtm2bxcr9wJ5QKGQhkvT0dAvLGLw7OzvbKvFoNBqDs3/1leye8sknn1gFbeoBHHfcceRrPPe0006zLJvk5GRbp6KiIuZcnxXjM2eaJmFkn87HsLhnzq2O5EIICs0Ln4nDbPOgk1Z+q0u4VIN5D3MLpJ8EQHnpLu+58pM9lcGLWqHOPdvtnVg8Rmho4OhYDMF1Jgz8WpdnQ3/NvnmlCl7xk1oZLLktLh1vJ9zy/wJicqOXm4RgY7xtx7azr9Sv75Zir72vvb74k1RrLFSRhbvtNn3I1y/uBV2/ZlQzwWIfLDuPhOx18sUwWNexi27yKZyy7IabmPzgHyMNU9qaz4OxbKGBN7oNkAuHuC3e5s2ETnom7Zrrhr28I24TzI7evfo55g8A5GJS+XeFUzVV8NOCbnRLlMls0ZT+TN0hz8tfZ/0/LtS57h+dfBOPLRXDYfvDOdy7SYJ8jjhiEzeuloCjwrH/j7sXCfslo28FfUbLBPX6pLMYsEaYMJwEPR6S+/nDqCEM2iAGxvaeEhDU5e51fPRbUfg91qyi2/HSr7NHL+b1SWcBMGDWu7S+Up7djsNKmDhN+nvTrikMHjMDgPG77uKhAoFxLjppFq8WXAnAMZf/k3VF+jdvA8zQbLDo0bBl3yi3ccglLnGJS1wOEznokEtSUlJMoE5KSkqMI9QcT05OtpZ7RkaGLbdo0cJy2Ldt22Ydl1VVVeTmivOrefPmlnHyzTffxOweZKATpZTdQMO017JlS2tBV1VV2bZ37txpw/S7dOliHbHhcNhuBr1y5Uq7ElBKccopsrTLzs62q4La2lprrYfDYXut5s2b2zabLjU4j6Le9af0RCgxS/POOHjiXJxTdAasNsFHJfzqrhlSHL/d7m7+q9zHmcJv5EPWiVCuH5uUE6DGbLq7BqZpS78cGKet5Q4aehkEFBgo6KfYAJcOQ9wOSAui0EdbJ6t1+wAlE7GQS9dLoMg4CtthMy/G7I06E0pM8I+fnnd/pA6BNFriIK0S3Cu0Fgd5hLCQSMkcrFNyy05Ur2W6TjKPlwtX+aF7x7md6Qtx3Pa8673d4CM407mDa99a6hm439TnqT/v6sz9CGdlV8ECgQJWvT6Oi5GxXqW2Q45xouYSC7WY1VNjcM9+yG5kKGfAQ0PM8xLm76/oFfJo6PS6wKzrTuvC5Cnamp0AZ/1ZNmR59+wBfPG2xHh8cFdfXrlXBvTd+wZwwVjhoc+772dsmiQr94fuG8eNYyUr6dTHb+WjUfK+zrlrEM/dKxtcLLlRAoLKp2ZRMFGe51+OeYQn35KgodmTLuCyL+RZ/M2V9/DASwLFtJ+2wUI0K/qezOzHhW/+1tBzLKT46ugrLfyybnWXWJZLiWGGreLfGnIBl3LWQCjNmjVrNKlWUlKSVfShUMiWI5GIVdCtW7eOUcD+ptJmYsjOzo5hmfgK3c+xbs4z32dmZtpJYdOmTZa10qlTJ/7+d0nIk5GRwYknChb9t7/9zbJlqqurY7bS830GJvgpKSnJKveGW981TaLIC+dFGnYPwwoTwNMS0OwJch18uvh6qDQKMhPGF0oxJZ+EPKGBTrn+N1BkoJNqLJWuZgEM0Bh9SUeu+1Awl6c7j4DVmlmyViv88Qq3G1Ke63ZpLhRopbWgnZ2LGIFj05SciIUbil7D4bq9cUyYbBy2MRvXUIgDG1jkU/bKvLKv5MpwkMdG3KTTFsc4KaEmq1CXz4ZT9Xi9UoDnjMAp6Qdw2+3Nx00qZrIqw91nHg4SycOxl7Kxk3rWJdBBrn9r8HuyzCzS6WyJ+gVkbA3LpYfXToZ3vyH2G9KKAqVAP0jPkX5UFrTijFx5zxYV9Lcwy+QpXfhJz1cB+Mvk8+yuQ4PfzmEKIwB45t5r+B9NW7l57CMWRvx0bDe7kfTWsbn8YdMoANoP38DtZRK4dNW9uy2jZvhU+U1+zgt8PKY7AL/icU44R1hWPyuax41dBSs/gk30uVzGtj0bKOgrE1N3VvD58OMAyKKcdwfpAKJ+EZgnY5gysowam5IamGyitfvwbWjtuyUOucQlLnGJy2EihySXiy+NpciFb+/jaRyXSUlJ1hLOyMiIyaVi2g6CwFq8/vX8PUv9FYCfP8ZY682aNbMpA7p06WLhl5qaGk44QZanaWlpNh3ugAED6Ny5s+2Lvx+qKQdBYNk6lZWV9j58xkvTJQ2xoKqxcMaK7ZDvZVhcofnbC3PdEr8S3LJ6Nnapfmo+9cM0N3YFMEj3b+ZCbEDKtHZ0vkGs5VWqiqfVCK8/htEizilZORpIJIRl2aQA7bQH0zhVASZvxVni5hyAfpClUxKYLJGAWM7mWfKddn7K2P0RE1gUJpZtYsSHdRpmRjTwR2cch34hMZtzLzP9NeMGlFZhx4+hOE6yv7GHv3OQn7K3WJeLiU3Hq8eivDf0ygdgfirOQVoCDpb5wJ3bv52soAC7qxSwr5BAo1KNBIIVR6hcoOMxBokzFIAC+NsGYQcxFP4yV//+QxXP/VXgkU9+3Yv7HrsTgFefvZL2gzcAMPuOwZTfL9DN+hs78dZUiZuYOed6ci4RJtzk9+4gubeQIWZNvJa6MaI71t0h0M7S+3vy6rPiwKwenMZf3rgIgMTz65h6m6wQfvLgq3aXoudG/YKHnhXnZ5vB69hytazuW87YKHmRANLDltlSs7ilY4O1AxeMt5MDvkm0Uqo98L8IoBYATwZB8IhSqiXyy+YhT81lQRB8LxAcCoWorq6OYbMYmMNPQRuNRq2i9XcMCofDMelrfTjDV+gGz66vr7cMEnOeEX8jaVPXDzIyLJgWLVpYqCQcDlvMPTk52Srx9u3b2+MVFRX2nsAl/6qpqYmJhN22bRtPPPGEDXY6++yzzXdNGNsKBC8+HbdV2J+g0ET6ZWNhiH5RLPzRayxcKrh1j1G9qdBKd82NwLQZ+gaGwEyjlPKhk4YThs1hVaVmqPQHFujo06E3QpFeNr5vcrk8j4tMnIFNcLVlhjAugL59F7Dot/olnrcKhwspR3IZiAsmmusr6o0NyqcjiulB4GHzRWto6vgaifD9lD0/2VUqTukVEgvNGEUbxdFIw1gKY0x0aCHOR5LJt7eeC3vX9BNw+cdTvfLz8L7p12DI0hN2JbgJyEtyVgMuWCsPmeWNAaAAUYhNGttkZA7uFIZemgU2MoXwQOlHpDzT5m9ZPq8ng46aAUDhX/OZ9KZs7lz3WCIPbxKFPnrwF9wxWud+mXQ6z9cKcH3i1JXcPEMiTjcNOYKJawpkVHpXc+sseXarxqQxbpHkhznhfpl8B42ewxGThE13xo4l/OF82T1pxMin2T1Z9MWtq6fy21HiZ7p7zQOsHSx4/ql8xF0ThJ84NvE+Rl0hEaTpQ7dRWSyTV+fzl7NqRQ83zubdqcmGGt+o+X7ZG8glCowKguAExH01XCl1AnA78E4QBB2Bd/TnuOyDJCYm8vOf/5wpU6YwYcIEFixYAGKzxsf2gEgi8EtgMnA/QOv4s3ugJAE4HxgOXAfsIj62h16+10IPgmAzsFmXK5RSq5Cp+yKc3fQsYkKMaaQJKwkJCSQnJ1NRUWGDiSKRiLVgo9FojJXtl421bixov00jxsnob9Ls51IJh8MxG1+Y+oZ7XlVVFZN210Ayubm5MUFIBkJJSUmx5bS0NNt2RkZGjIXu8+lNf5s3b06zZs1o06YNWVlZRCIR2rZty+bNm5OaMraWhZHTx+VgWdvZZTgcAEw33O/7sHld3t8JQ8TiXt6qj10Sdp66nFVDh8iHLfC788WDf+fTDxOcJON516l3MP4LbYGPfhYLIcwEasyy8Xn9vzOxOVWMpRiCfGHZLGIVpGirvE0+bClx1aN6uT+yEG1oI2lGjaXaEwdJ5OFyoHRAbJIwunKTnl2vI8Sml/0+aQjL+J+NJZyKyz4JDq5piYNOfLaJH/rvp+mNet8bp2zDa/opeE15OhT6Vrxp81NXLvwI52j+ObGbYiQjqqSuaWO7G7nNtSUwRf/OEyASzbTdG6s3leDSMF98KNZvyUMd+eMogUImP38H3a4SfvhD742j2yQpv/r0lQy/Thyt627rwvgHxRH6wF13k32vQC73z7mHXM0hv+ujSVT1ldXK/S+JY/WESZ9x2ROyoh1xwwNMeVYs8c8nH8/UxwVy+XJ4HlNukeNVD6fx6l3Sr7dGnwOjRb+NGvkH6++uTGll03KsSu/hdi8qBgfLmQ1r9l72CUNXSuUBJyNPX65W9iBhJN+bMMNsH1dfX28Vns8s8RW6r3Cj0ahVromJiTGwhS/meCQSiVHoPp7u7wxkrmX++znS/cRbPs7vT0bNmjWzdfx+JSUl2UkiCAKbNKxhemAzGWRkZPD5559TXFwMsug9Zl/H1u5KXwOsNbhnH46ZL1GHv+B/KSjVVMJlBS7n0gLQ5AB+F7mFcj0bFJIPI3WdxTO4M0XDFjWvoaZraOy0+dBP/waLh0AfrYA7ASuM8s7T/3viFIiXJKrDIFi7WMr5t2rFAWzpgYsO+tIRP4bmQ7GfEEv/Nnn5UGyA4D/jGBmpiGIqA3E0NOnZjRXzPPgbQPvH9xb39PFvIy1xkElbQOPF0m1dboz50PBYQ0gGYnPobGXP+dPx6pic7Q19ET50tM1cp2ljayJFO7RzqWb6AVfocjpc2FwU6uwpgzlL0zerRqUxUOej+dtVU7l20ywAPu7dncFfC1Xxz9cNtMyWDx7sya+Q3C9v3XsOt5WJ06b8khbcvEKgmOJT8iwrZvflYjz+bMM8Cm6QOWkIz0isFvDY6jFsGi5BjufzJisePll3fSHP3HsNAOfwFjMHSIK8Hj0Xs7yfZpp1wE17pyIIFsgjv0zTdaN4m7bvnew1y0UplY7EaI8MgiAmO1Ag2rPRdGtKqV8qpZYppZb5UZJxcVJVVcXEiRO59tproUFi6b0d233de/A/S2rRzsUNTX12YdcP383/k1KLYOmZNHls67cdhH7+Z8heWehKKZNw4/kgCAypdqtS6kdBEGxWSv2Ib6djAyAIgieBJwFyc3OD1NRUUlJSbMbErl27WqegbyFHo9GYXCrGso5EIjH5XnwWi2+x+w5VM5GY64CE/jeEXBpuFu3DJobjrpSy7fkWd0Pr21w/CAKb+yUxMdFes66uznLRb7vtNvLz8+nTpw8PPPBAk8ZWqeMCyNM7FGnn44K3WafEqipIn2iZDK02fMW2l2RvU/KAAlnu3/nQw3w0SqyDDqzlg8U79JUGO//k3IgNBLok2M4cnZ1XvPQ68GVFB+xyfLS2MFcACz2nqVkh9IrAFdpqWQaM1BsJdEI76IDRFdCvQH+4DDppC2Z1BdYyLf4Mtxq4AAfvfIPAPn2AF03IThPG9+hArNUQzjkJselo9zWAqTHrvgLn1O6IY5Rc5V13KW4Cz/DO89vznaXmNfet72oaX877kMvpuGCmC3EwlnFA1yG5dboDn5gGmjC2pwaUAqUroUg7hxcGMEm/z6/Asrt1XpeRMGnBaABqRrfkpackx8uzd91I9b0Clcx+YjDJNwgR4tXHr+SL4WL2r7qmB3c/I5kSF//6bE59THjuyx/pQ/LNogMm//YO1t4t9ec9L+l1u1+1goK3ZHX7+TnHM+tVyd9y9EXFvPq4QCvJw3ez+BEhNTxx81a2XS3v18xB14NO2rg8pQ+8onVMuXJD2x/HfgEcdLin32jPsjcsFwU8DawKguD33levIYuPCfr/q9/XlqHzJSQkWPpebW1tDJ7uwx/+VnNGifv5TxpCLv51DLOlpqaG8nJ5j3fv3t3oRtLmv0+JrK6utswWX/xc7j6EEwqFbB996Gj37t1s3iwr0IYYfigUYsKECRx77LGcf/75Phy0z2MrL3Y+8LxbyhWugsWS9rNz7+WU6kQe21R7HJMCnPJtySkvavyuFJcyd1wE5j6gP/QWPB6YU5yKywmz1rXDViyeG9LKdyGQrndD6oT4KQHefwC7zk6/HCZrOKXN0S4fDMtxynohrDaKbS200cE2W+bgFF5nBHIJEEWUA/wXbs+vpoyvHylqEly97t3zniiM+yohYjfT9nOWm4heP1q1MXzch4J8Vs53iQ+nGB+Fn7cHHHZfhvjuZyFj2xtPoe/72CYgYFjeiR7MolzemRw4g78BsG56F/o1lxS0CyedZTeJfv3eC13Q0A25PFgm7Jd/DP8xs3Sjlz3zMo8tE+jkg8d6MlpHrt13c4i7X5bne+ndPRmvd4muuEomy0Fr5vD5OcKg6clSki4S5X/ry1NZqyeL33I3qTeLvriFh/n4uZNt/VmTZQK47KJnmT1Q4zXDcPDSgABmal3WB5hs/CUKLxnTXsneWOi9gauBT5VSBum5E/nBZiulrkP2r7psD+fHZQ+ycuVKFixYQMeOHXnvPWP90Jz42B4gWQK8C/wIibTkBKXUecTH9wDIlwiNsTUSQFBKfGwPvewNy2Uxe94B9qx9vaBJoWuciTt27CAvLw/AOg9BrGxjsdbW1lrL3M/UGI1GY0LmfbjGlHft2mUt7eTk5BjGi+GlG6dnSkqKtdArKyvtpho+k8aHVoIgiIFtfIjGXL+2tpYNGzbY9k1flFKcdtppfPjhh2RnZ7N69WoAzjvvvB1BEGxnn8d2K/B7YIyzcopvslb2qlAPMGlEKMA5DX0r8AOYK+mIaVcK4/zsjCbgJRWKjUt+EI4UvhL37h6N9WJOMBNVN+ig4ZdpwFptiQ8cC3O1U7QNkKVZOcsmQpYmR+QMcWSPaAkO5kiFLQZa+dq7pzKctf4HnPzqsyAIdM7afR3fRH3dXMjSztryC/B22KDplrnPVfd5421l42yAmvtwv9MaHJKR5+raciFeukncfqF76l8YtyqobtCX/l69PK/Oj5CHy7T5JEGwqWljWw9UBlC0Fqbr+50eQH+tdhYEPNtPr+6GwLyFAoUwAjIWyjhUdmtF+afi0F9yzZn89BnhrS+5/kx+89SDAHxwW1/OeVCieT64vi+PPiWr+E/u6EX3+5dI+epevDVJgo/qhwppIf/1+Sy6Xsah+ZQt7Bgq6bjfea4fJTdKfz+aegof3NEXgL/f/9+su1KCktYVdHG7FC0bDHM1+ysv220+U6RgmX7XVmfiguLWs6++sUOyBV3r1q0tnu3nMfHZL/X19TGwhc9y8RW6r0SNso5Go1Zx7ty5MwZPN5PEpk2bbIpbo8TLyspiWDAmYVZycvK3gpLM/Zjr19bW2nN9LP7LL7+0UaYtWrSw922ClkBgoXYmWrLJ0gb4jcCZNo0tUGwScnXALc8NJAHwKXTVgQxDz4V2GlXrdCusNmySdlho4ZU0mKlful7A2nwpTz8KumtlvGIrbj1plNNWN9EUAAN13Xxgru5XDW6ZTaqXtMuLGh13roOC+AC36bEfWRrC4bwHIkrUtJkLVEO5D334zBaf+bEvyt2HTTphJ6P0y6HS0D9/47U/Hwf1nK7/50EHrQDXXoiji7rnbM+BUBHc81CNHdN+wEJz/hpiA6EaRqruyebbG6mX66Z3dHPGQOX8LCFFuI8OMhqfSbtTBOYrGdSRU5oJK2rRzP5crXOwfDqlGz/VYZivj7+Qa3gGgGUPnmphli+fyuNBbgPgp/f/ibHcB8D1058iP1m2LHp1ioRTn8cbfP6U5GPpzT94bbIYJuMZx91TBZO/nJf46v72tjxpiuD8F2a/xpzxEtjU7vw1lCzT704KEiQHguBN0UZKJ2Cyhik5AZdQb+8knsslLnGJS1wOEzkkG1z4mz77uwQlJSVZKzccDlvL2Xc+JiUlWYennxJAKRVj3Zs6tbW1Ft6pq6uzOxklJSVZx6y5jlLKsm/atGkTA5v4sIsPuRjr33fiBkFg+7Vs2TI2bZIdU4466qiYfU9Nv5RS1lnbdCkDnocV/hLtRqz11+Zou3MOxRtxltVYd3zkRzBQOxnnVkFIW9HdgWXC6+XSEDZj4NwSx0rpc7Tls0+8fDxjXpX0oQzUcAqpjkte87ZsiAEwdyWEdHkeYKovCDtuLi9hN7IeD85qGYyDX3riHLQ7ieWKm9XC/kgdkmMjE+ccLCE2CGjfMuM58fnhaVjIo/IzaKOttQJgmGYJcSv21e2uQ/aLgLUmNP9EnGNz9V5cPxcX2FQBw7SFvgAYp9sfv5VYSnnI1d9fUQmQnAaVJVCkV6pzd4IJLJq3ncg8vYocASWV2sqdBsXD86Q8BH419yldJ8yfXxfzt35EM8a+LEu6dbd14fEHJWXxmutP4r8niKM10iuTW9fIynTHFW14dfyVtk2AP3w4nC2nST6WOZOOsbGvjy75NevPFurYhLdvt8yWvz93BpHR0vc5AwfZeI6SLR1hQaF8WJzv7r8NsECveBaEcS+BnwZ57yRuocclLnGJy2EiBz3bosmcaKzctLQ0ywOvq6uLwZ+NNauUinE+Gms5EolYCzkUCsU4RY3U1dVZa720tJSlS8USOf744+nYUWZ6wytfsmSJtdoHDhxo+wWxVrxPl/StdR/PN+f+9a9/tdZ6VVWV3T4vCAIbKVpXV2ev23Qx2QD7AgaDW4rFOk/F/drFeZCjra3S30N3sco7f6hY9YUe/7lpbkf79I44h1xr6K7vf8VWEm4XR3Z9m78RDD4PgJ/zNAzU1qRxZnXA8cq7nm25uURXQlTTtKYplxAs50bY4lsnJrOin73wPZyzthhnrXdGokN1f/fRymlcNM5r886jy8Y52RSsvrFMoztxuPefYYv+LYdB8C+xLn/c8XiWKHHMsUL2Cw2XXkxdVKzF+jYAOmkaS3HWdzWNc99Px3HMhzpfx2JgmA4GHP8eDuAO4e7X8N8bjR/aO0nWTbdrZ1d55GQ6dmiHbHoMFqt1eWUfOg/XGT4H9rA4+GXzXmZQ2+cAmDn+ekth/MfLvblFc2THPZhj86f/66njOU/v6frQvHEs1z6ELn/+JyfzMQB/GSpZFa/hGQqmCw/9zJPm8e4U4e2O5XdcUiBtDOdxCsbLSuACXuPzZ44HIJetFK04Te6jKxhOccJaRwDJyimnrERH5J4KFOi4jHZAiZ907vvloO9YZELqDaOlefPm1uHYMJeLL42lBPAdpL5CNTsjgexCtGOHBMikpKTw3//930Ds5GHgnI0bN1plvXnzZnsdPwip4UYUfqZGUyclJYUlS8Rr/vHHH5OTI56+UChk0/d+8803dtMM/76bLqlIKHzUbQyxoifM1C/zvACJ6APoB6Va4Rbcysi7ZS/GR7fe5BxrHYC1emlbuBXLgc4ZAiv00pYLqe+v89qU90RVathAvQJdhXtrHT8rsIFNfca8zeLFBmYpw+5bOc1LD1D6GeiwblHK+bpciFWoIwuELw8wMxPnCM3AKfEMXCbD/RHDctmIzRQZs0vRvkIPPrPF5pohds/SHqCddQwdi0rTx89OQWiDYELzv8o+0qZt6MwaHL7lwyQNU92asP7lWLioKNMq9Cs//SOzlP4d24yRzJhA7MRgnMH74RQNIc7whREYpMfhRRxSNg2Wm+Cz8bCqk3bgToBfvKLTCw9IYeYrega4HS6Y/oY9ftvHwjHf8tNjOPPP4vBcf00nVo3U7SyGtjny7ESuyOQv/XXQnX6P7rt0rJ1o3p02wLJTLhn9poVTJhWOhkul72OmPGbjLLZlHenYLDMAhKzRM3cpS34qOyKVRZu5NDnFYJ+pku3EIZe4xCUucfkPlYNqoZsMii1btiQrS6yJiooKG1ZfU1MTY5n7If6+89GPJvXhFd9xaTaMSE5Otu3v2rXLtp+enm6dkkceKTNyu3btYjIpGtpiNBr91orBXM9fUfgW/9y5c207BnJJTU21dUz0KsRy25suyUBH6BCG0do51u8UHB3tt2D2BWUrdNVQSEEBkws05JHSzG3yvhhYK3zz5jX92JGit3orBwczvAYrJPa/ZnJLKNDJvzA50IERJtKtHZI9Aha/fwnM05GqfW6CF/WyfmYK3G6s7EWQIhF7kqTIBCmnYi3k9xFnIBALuXyNs3gzcTHW+yMmUnQnztLNwBHk91b8hFyNZURMxVnVnbFm6vQSl3EyiuPrl+cB8CP1BI57fx/ud2+L5MlvTPxsj/rZ8FZSidRhd17YMsTro+90Nv3fD8glijxX/cLigAe4HRKu0HBeTTN69NSQy4g+tDrrKwC2rT2SnzaX92zWFdcy4FhJqrXwxbPo2VygqEUF/TlfQytPF4ygn34Wnr60ExedJMm8Xo1eSW62rPpKcjIdXVZHRB+f/TlFQwU2addlDSVXyMr1v45/lyX9xMru1uxTloyW8lE9V7O+lx7Efrhn9HagWPTSWjroHPMItGQypPYHpuvnIpoJi/fGqe3koCv0mpoaMjIyOO444XWuXLnyWwE+pu6epDGuur93p6/YExISrEJNS0uzSvyII46wk0GbNoJHnnDCCZa/XlNTY2GbnTt3xmR49OGRhqH8AGvXrmXlSsnH0KxZs5jdiMzEVFFRYbH7cDi8x52b9spx+TYAACAASURBVF5qgTVwxQkQ1cyTCTNxyqdAY3hA0QIoMi/8udjHoGYrDNX47ZQ0mCG4+Y6UTMjR/St9G3RoNJPxwpenQlcdCFQ0E4oMV9vwxL2dlOYVYgHSxUA/TbNZ/TZWyUy6kZYjRbmX5bSFcpP6dyuWY/1+NU6JdcPx0FsjvgTYM/d6X6VO978HDm/uT2zQTmP7iza89p42x2gsJ8yfiGHozDDHc3HBJ/q3nna5G4pJYCZPmdway7wIjqGzHrsJ9yBIKRf4ZWa36x0DquZtnO8gFac6fIZOEyURSEcgly167KZDPc1secMYDYPMgG1tHCSy8IZ+9vi8NjrgaCZselt8VQyFp3NG2PIrK/RWXaPh1fIr7T2XvK/hxVdwilbvKFQ04DTHVKnpaOGUJTPPtPPdkjZn2viP9VmdYDT2OizWuixL2frbSo+0m7AzDBefVgoUmt+pGgPR7K3EIZe4xCUucTlM5KBa6NFolPLyclq0aEFuriwrW7ZsaRkeKSkp1mr1GSMJCQkx+c2NZW1yqzeUhiwU/1zjlExPT7f7gZrrp6enx1j5mZmZ9jo+993InrIzLlu2zKYNSE9Pt5Z+KBSy5+zevdvea1paGvufWjgCfA3jM+FUvTS/YhC8qJkqOUikPsCkG6HUODb7Ya0zdmIzvY0+G2eJtoVSP/JSnzvyes/qv9GV2ciVgWyv9Vad9KXs0rbW4qFXR3i/QH8YC6sNg6UnNmR9ApSNNo4/fw/LlsQ684yDsi2OB74c2XIPxJo9APteWmmLgyrW4vje6706DZkke1oh7Mmy9RNvGXgrgvudVuM49wItMKwbzmr3My+mfsf1zUqitYUXmBehZoK23IuegiydTrPG35wkFecEPgAWehLysw8M0+acdQBsKTiGrpd/KN3oehrTGAbAsDXTOA9xeD7b/UZeRqzysxe/zYXZ8hx9PPhk/og4c88o/IgRXcQpOv39obyYLB7fc+f9lSuPlQjSWenX8suejwDw5JSbCV+qo1K7yvt/+kWL+GCcrPha3fAV2yplhXDlKX9k1ni5zknXvc8nWYLV9DhnMcs1UyVh6C7q18pKo2vvDykaJNBNeNBOIpXS/oCLXmZeuV5d9KuBEWZZFIa5ZuW2d3JQFXpdXR1lZWXk5uZaxdquXTsbzJOTk7PHVLZ+Olo/S6JRort3744JRDLil31WTMMUAg3r+rBNamqq/ezDPA0nDhPWv2LFCgvdRKNR6y8w6XJNf40S9/PTNF2i2M1ll2lIYlkqluFRmgu3F+u68yFPwyNdgXlGcXbEKvGarXCFzr2SBYyT3BQMSIEVJpfLTCjK1+20xLJopo9hlt7T12Kic4ESCY0e1/ZOxqufyPHxYRhnYJmFWOVTejGSeg5I6QM1po/rcXDKdBzM4jE1yCV2x6L9VDiAw9ArkHECmfyMUgwRC0OYvnwX3GMgjwoc5JLboL+mnQycEu+Bm9QM3t4wA6PJ2Oen+vWlN3YyoIcEtwDwPPQa4qqV76n/jaXk3Q8JAa9sZcscYX4xFIraabrfFLg2/48A7BjQhmcnaf/PMPjNh6KsI0MzmaND9RmXwuBnJA0Ao2HKFKE2MlJx7oRCKQ+EWbdrBs9keLL0ZinfDpGiTHtdgA9S+lqa7TaOtOyXWW2utdDKJ5W9bEqK5aV9bP36mmY2NW7RLafZNiOVmbaded1/5vmuUhzjpWYn+zq+ccglLnGJS1wOEznoFnp5eTnbtm2zibGaN29uOekN84UbabhxhfkciURirGvDJ28Iw5jPoVDIWtGlpaU2yMdYx9u3b7d7ivqbZ4RCoZikXY21XVdXZ/Oer1y5slH2S2ZmZkx6AB8KarhX6r5LBOFIf4qz9jwrrGs+FGmHZ84YKNZL6LxcGKAZE/New1mUJfCiXsIPy4dCvQxcsRQb+t8v11l2M2dgsyltwT1ZU0yy/pXQTvYxHd/1d1hrcy44SzWEsyzDWGinph/00n183+Ot0xPJSQ4CfeTpci4uaZWfs3x/xPDQq3EwS2ccg8QPttmbfUcziE3slecdN2229ep0wwVLLcKtUsxvnY3D1FbimD0ZDfpiyrnY37rTuQ4umzLEcfu5mD2zeMz7GWK/nc4B4ogckGsZNkyC5qfKyn3HwDb8OPkfAMyfcDH/ddK7ACwZeibddX6ID4b15aK2Erfwj2d6c7mG6e4fcQ/tjpVVSsnAjnTuooOSBvWg1XWaLRM9knbX6YRfRR0dy6VY/x9SA8v0898LmxIgod8u6mdoOOWiDynaIiuKhEG7qC/RDt2hEQjJb9j89i3s6KpfmD641BadcPEabXAp0AszoebfGHIxEMn69eut4szJybEsl4b0vcaCjJRSMYrQSG1tbYwibyyy1MffExISrAI2fUlJSbEUxvbt238Lxzd98dsz2HoQBJbZsnXrVrKzs+31TZ2MjAy2b99u+2far6ysjMm+2DRJQF7WHjhcGaxCTwerEEq9FJ2luV66j844fHgBVnFNWwXTdGL+nJ5QqhksC1tiN5seMURTGpH/hTogxiq/c13bRS9Bd9lphmUzcMp3LXTVSqloBlbJ5R3tmAe0hByN65ZuxU4iOT09RTSV2I0BDgSGnoTsJLQSxzzpjXvr1xObP8Znupjr+4rP342mLS46dBFO6ebhdi8q884fhlPYevxZBVkafinv5tV9j9hJxUxuC10fXwG6ygQ/KHiNmSpPjuecDaXP8m1pGHG6n6IQNs2LSDZ1gNthRyet/KbA9uuybXnJEKEHMsNjuUyBVzvoiKhpiucevFrKI73cL5O9oKTpsC1ds2WmQUmOx3Ixj848XRjfTnLLAORlwmR5h+u7Z1vGS1H5aXaj5/q8Zm4Dl5qwtT92tGsDQ7UuG6Tc7kVdlQsG7Aq8bzJs7vsuWHHIJS5xiUtcDhM56KH/ycnJVFVV8dVXstxJT0+3DtJwOByzxZyBOfyNKRrmTDFskkgkYi3umpoa2+bu3bstzOKnGQiCwAYOGcnOzrb7f0YiEWu5RyIRe15DDrrPWjF5Ympra219v6/p6em2j7t377Zt1dfXfyfvfu8kCbHoynDW2yqstff+UxDSlu2lQChfyjPnQJ7J+9FR521BnJma+RAeupN/Zktuioe5hamf6IyMVwCrNSwyJR9G6HNngHHanRlI2oNkPmC+0nlXCk6AAh38NG4IjDfOvg5QVKjLO7HWd/HvXZmdUKrhF5bjnKgAevu8GKumM479sT9iIJcLcLlRtuI2kvD53jtxEMpO9pyF0d9UQluOOX2g1Did10BWvhQ7HA3LDNPoddwqQVuu7fpAie5Xek+oNNcP42CpiNfflaCZI9QA+dKXjzgFGyRUWoJTEXuCkQ6ApW5yuUyArl00s+XF0zi9r0BPH0zoa3OzfDblBE5oJr/zByP7cgsPA3DHi/dzXjMJIHpt3AWMQYLcfj13Oud2kW2Q5/e6gN8c9TsAHii4G/L1fRYrTrpESOGfrOjlcvKXylgdM/WfrMvSpIBTgVIZ86MuX816jRG1uvwrtq3WFn//CAzTq59h2Eeh3XVrKFmh35FBQFRvtjNiJ5EVXj70Lfo3LcmG6J6c2o3LIcnlEg6HLW6+adMmqzhDoVCM4vY3ht5T4I2ZAMLhMK1atbL1TcRnaWmpTV9bXV1tsWqfwmh2FAI44wyhZ5SVlXHEEUcAouhN8FFSUlIMbm76u27dOlasEFAsNTXV9tdP3+vnbKmrq7OTUVpaWozib5rUIoyGMhy+uhEHZyyEaKEUu+dz5hhxvb87M9dDJz6DSs0OWbwRFgueHbk9zHEpeoxq7sMFrWzEPq1tOsIUEynqXvh3zr8GgII3YT4Sybf97kFUFQiG0q4aVFf9YhXNJlYMVn4ujrXSzQt26eQd/z3ucQ7jgmDKOHCbXIBMIgar/ghHSfBx8NY4dsl3YaCmvxFXvzRCDBZv9PZaiL2nIQCMCITlcTz/4tef6PHqD1QaJQ6xG0kbH8VOmKIVx1w46q+Cu606rQcumOUxYoOlGm5qAQdEodchidtmQlF/zWwZDR9k6ee4AH7ZSVgu5If5YHJfW+eOAZKHqLJXK2aP07DgFPj1ND0WV8D8/jpy+RV4YOTdUh4JDNG+uRnwSY0GzqdjMXKj2L/e1drBkjlYaG/9ok424GjbliMdXNQh7PK3dMfSdUuyOqJfAWGO6S1uI5WZME/DLDnZUGoMHD8R3d5JHHKJS1ziEpfDRA66UzQSiZCYmGghiYqKCutkzM3NtUE+JugHBELx0+T68ISxhEOhkG1n165d1hI/+eSTOemkkwBxPvrtG6vYWN8tW7a0TtEtW7awbt06ew2TDyYpKcme5+9p+s4778RsjmEkPT3drhaC/9/e+QdXWZ15/HNy7yX35hcBgqFrqKENI7SIVNAyIzOyXdxSS63tdFBWu7JT6NpZd+o4tqW1naVTO3VbdNMtM+uP6tAWd6IyDusya9pSGmZgB1ekKYLEJdW4DdNAAhOSG3LhXvLuH+fHc16MkoQkxPR8ZzQvb94f5z153+c853u+z/NEUWzR17aloqIilttlZChBT9sPQJ3Rb89aBnuMyqRuo5th80CeXRtMaHTtYmizQUa1xLMGGk+s9lYpLXnPg05XSwdS7q4bnZEPoONR2KBpmcM/0ClN7z//R35i5AMz1Ba+HOm+2s9ieMR6np8jpo2OhaYnZb9VITT14xQ3tCPeei2SVvcAolW/FNj0xAWE2lmIZHhM4YKyqEC8bL803YWLotaLv9I7t4B40W2w39yr7CMI7bTbHb9Z2dnYXyGFP1YgbmYTEld+v3efG/neP2gR9XfUAn70PT3rWr1/PdSY+IN23xP3aZbhF154T5xDry3fBula/d3n7p1Oep7ZXjudmqvadJM2zmXmZ406pfuDjmZ5btPdLPukfv49NTdz10f1O7117XqZ5VThQhtYgLzTaaS7yoB7bQppbXOy7TP1uw66a+3nXUDiLGqRdL/etaeuFWVLUZ0EGbEACeZaAjSZ2dIsoKvW/GIuEnswNIyrQR8YGCCXy1FRUeGoEl8pUlRU5OSMnZ2dMTWJn5vcwlecRFHkrpPP52PXtAb26quvdgNDX1+fO9dWCyorK3MDxMKFCx1Vc+7cOUePpFIpd55SijfeeAOAX/3qV85wJ5NJl7+lqKjI7R8YGHADjc1rA1oieen50HtxH26r+bBbF+L409Y6eMBSGBnYafj0jUCb/VjroM4YyNYXcaqYtn54bLnefqwasNTKClwukVwEHWaeWXe/W81fcM0f9L5DTTgZIvCEssbCD4j5H8RoTQfDj+rfW7XHEWiyhvtOJCWwHynqVyhq5b1pj6Eiix4w/GRXvYhhqyZWp9VhKAqbU4jBrECUMy04nj1rf4c51gx26wwnXokkgWo8A/zQ/GM6knr417K9cwbf+ZqWVqyKnmf1H2y07hFotw6THxXr5eJ510FqhCigaYw9kLvDPNfDkOs225ugfUWd2985z3DVW+G3d/+l3l4He+rNu7sZ/munzs3PFsSINyBqqUM90GD6czuSHKseaDdUzDbDRW6pgUNmfeK2j0OboaTuKJEKRIXlsnRVBzTqc0/X17j8LQMbSsUBWo6wdVkgawLnWucQX/MZnkIrUC4BAQEBkwRD9tCVUglgP3AsiqJVSqk56DFvBnp16ItRFJ0bwnUoLi52tIWlXiAeAu/rx1OplDs+l8vFFkh9+sM9VDLp9vf29sYWIq037s8MfO/YetO1tbVccYXWUHd2droFWn+moJTi+eefB7T23AYqpdPpWIZFu3327Fk3Q/BroJ4/f55169a5Rd2R9W0K7c21IR7ifFxmRLYS0z3bqjRdEVIA4m1otRTCNYinOxeZts9HPMVe4F+9+6/Wm63fh7q/MfutjvlBRDPdhnizzyI0SxKhIfYi6X5f1uH/ALlXIWnqi94DbDZh4DyKVFXqQZQofWhdum7zSN9brfzIm2vbGcVBBlew+AE8ww2N70H+fimkb3wvPombedlJF/3I4mcKSQ3Qi/RFClboqf3UZR2cvk/PXFf8aCc76gwFl1wGBUvd+PlbUkhMga+JH0DPvLRibET9W4KmLlbA9KUmw+YDV4pn3Q3XfVjPyg48sIyyBZ0AZO+Yyd+iQ/wf2fFtbrpWu7y7K1fyaEJTfmsbfwZZs4peB2X3mHObZ8rEpRJm/sDQOF0flG/DpiveFEmd1ZXAPvNt3wu0mIusQrz8RcBWfe7X7/wuP1yqF2K/dNNmnkqbzI9LIthiZgJrI7jNKLfmATvM95gEspYiGxqGQ7l8FT0XsF/zPwP/EkVRg1LqMeBL6C/novCpB1+mePbsWceP9/X1Ob65uLjYGWxfCePz6TbXOmhj6edGsYqat99+2+1Pp9NOfWIHiPLycpd3xZ4D8QRf2WzWqWN2797Nrl06as0vKu3z5KWlpe7fZ86ciZWss3jmmWeYPXu2f88R960OdrHGsh+ZMlv+F6AGumzgz9cRY+1HVNYC5iWrBLrtuXtxhrthBvNv169D68k68vXm1XjoQaRijsHylKl8ZNtlE25lkNwoRxGjcRMuTW7dWhlbGqfLYzhjZo9vM9tzkaRW/4e2LW4gvoS+hbgB96sOpYjzyn6qW7u/wOAUhW/0KxBjnEGojSPecfMQ+aGVKB1D+PwM8pl+BllbuNGpMk6XzWJu/vcA3Hf94zijX8gjhrwXGSROee1Kee3ajSannQR4+P2bQ4/jj0Wcypp71Odho7nHJjhQa6z7fZCt1I4PD8MjS0zSlLWw+yFDXD8Eawvm/dqARJ9ug2yXOXd7BDljUBtxCbfYhgTI2WRyKNhpVChtM6DV9HmhBprN/uYZsM304Sybmwh+esc6N0A8tf1eUcLUKFmL2qagxfT5oWpkjaaV4VbCGhLlopSqAT6N+YSUtqifQEQ4P0OCVwOGgZMnT7J3715uueUWf3fo21FBN/AKMsABoW9HEd1o46P7N9iFy4+heuj1aFfODtczgO4oiqx70o4M3zEopb4MfBm0PntgYICioiLnFftVfGyGQtDUiqUkysvLY4uffm4X38P3qxpdmEnRXtMvKmGVK7bmZ1lZmbvnmTNn3LWjKHJUSzKZdEFRjz/+uKNi+vr6YiH+1oufNm1arAi2fW6lFPl8np///Od85Stfoaury/ZDciR9CzPRHvYxhLa4B/HaKgCj091WA18QL0ICXO7EZWzkJZzH3l1A6JIDOE943Tc4cof1qL0Ut/PWQ4sxosu0YmLWb9+k48dmKnnfcQlsKvQgi0CnEA/4CNTrhdurvtrCWfSMrkNlcTOKXBOi/T4lz8cxtJe6FfgnNFNYCsPoW7iwf6d6v7Heab+37dMT1yCzBX/Rt414vhdf120/rQvT3dpZ0zrE644QWsb+rS9MNWCVMqfkGhvmugU6tsDRp7T6i/3/hsQrPEu8aIcPXzefQRfuvhmvCMOI7AJpG5CjxJtem9LqD9Aebo23bY/ZCHOv1bOMo/XXUnOTycfCXOZ/0uRs6bhO4hbKkND7NiUql0XIsFOLqKjKzM+V9tHQNE2TTU+N9tjtsUv1NzXrJ2/SsVdnjVyU+B279ulv5BNX/ZJd9UbakkPatQLYaL7BOmCPLfLuZ+0cGi5q0JVSq4ATURS9qpRaPqyrA1EUPQE8ATBt2rQomUzGJIaZTCaWatYa92Qy6SI5y8rKHBXiB+ckEglH3fi8uh956VMrvsHu7Ox03LmfMMtSIul02g0GfhKwfD5Pfb1O1HDy5EnHj+fzeWfEfVrIv06hUHBtAV1Aury8nDlz5pDNZoddhs7vW6VqI21UPgXzzAvXChRsgEkSZ6w33OVFw23FfXOVFbDEGI2dCxG532ridIx5bbKvwiqjctmxHlfQuOUMNBjpm0lA1KFeAf7bnH8MCjbfzGty/0XrhUHoqnX0wNtb5nl+3kGE/DyCvPCroc58XK1t6CLKVcDVaDph+JG48f79i0Eu4OcCP4UY3AxSqWkncQrFD9TxlSL2OSqI536xA/Jr3rk3IDSVXf844N3/SmRAScFKkzenEhcgk1rZQ77qJ+aYu5FB1ef/8dqSJE4NHUQPklcyXGkdXNC3JUsiutDvipUEbkHehZ0nodL8bbecgTLDYTfA0RozKN0G7Zv8nC0fc9tuYGgA5hlnsCGCtAQWuUGiHuHQbcBuFUK/5BB1yjxMsjqg8uNGiQQdhz/kxFq7dq5yKXZ3bV6lKSBMmyzl0g50GIegYzpCkfn5foaGoXjoNwK3KqVuQY8pFcCPgUqlVNKMxjXImxcwRBw9epTm5mbWrFlDPp+3HPpsIAp9e6n4X/Sa3M3oLy0HoW9HEW8Bh9GUSx6zRhHswmXGRQ16FEXfBL4JYDz0B6IoulMp9Tw6K0gDeoj/j6Hc0OrF/cVMq3QpKSlxuVSstws6fN96tsXFxY7msJp20J6wH2Rkt9PptJsNzJgxwylXzp8/7wKBLA1TWlrqaJYpU6a4GUIul3P7n376aV55ReebKC8vj1E49pn8xd1MJuPa6xe7TiQSrFmzhjVr1lBdXc1bb73FL37xC/bs2fMW+msZZt/aXCMpL3viq0iATRMuZL31JaiyipB+WG72tyN1DtMfh5ydhp9C8oGkYJk5dxaw7VU5xhZ1zr3sFobKvm1UBY23Ow+G1pOw3HhcTdU4b7P5SVhr9PHba6DbePzNN0CzDSB6AcqMV5r9PBIo0wqz7Mwkg17y+TR6Dt2A9nreGGHfvht8yiWD0CZ70fQVaDfOLtD6muI84lFfmN436f20x1wD2Kl4Hrdg7GiRJPG1AuM1190lC3GLnoX2z+qzqioQzT/Eqx35bRxsOwX8tfmvYO7VQBTlRmYXitCu4jLk0WuQWWTNDKFBWkrE407Ch246DMCb3/4oRatMUen2Uq79sPacf792qZcqAtLrTLDS/umSwaEKZt1tKiUd+pBMAK1mfRWS6nYBMnNYDuwxM7F6XPBRuuaU09NPXSJqousWSyUjKr3rLwHaql1bOGTpMohnDb04LiWw6BtAg1LqIeB3wFMXO8Ems/LVHgMDA85YlpaW0tnZ6Y61Rr2vry8mLbTn9vf3u/1+Ai9f/ZLP5931s9mso0gqKyuZM2eOOwY0JWK3e3t7nUEvFAo0NOjECy+++KILfvLR398fCyyy90wkEk69kkgk3P5MJuOongujX0fSt9pDagOaJDVtcy0SeLMSmUPOh64ms50RI56zwSWgyTw/kMQOsFfqws5grmeolUUV0GyNazks15x61hqrqpuhy/6+DZrMeRvmwsPGWPx0vShXul8CrPSxBM3pA3wGsoavT98OOUs5vAB7LLXxHGKsCuj1BUd1jaBvQdIT25zoFvaelrcHbVitVNA39L5RfK88HX5CLOvgHkciV2qRdQ9PkuiojxOw1AyuDwGLTO6d/bdrUwvofDw+Vz5Yil8/f0u1d4zf7nfkyRl+//ZFsC8PHJG/Z3s7NJsBuv0kbDUOwM4eTQ0C7IA3kyZp1k9hoM1EYW6G39sRYBPyKmyHXKV5HxsQeqcBOpKmUtJjiA21S7tlSNdXoYOSADZW6OUZ0D8NRZjbMN1RNKeXz3KpcQ/klnn5XhDKZQ/QYQKLOkD+Lm2MBeXiEEVRE2ZFKoqiN5GVlIBLxOLFi1m8eDHXX3996NtRxzzz39+Fvh0T1GJnGaF/Ly/GPduiVbj4i5g22Mcv+uyrTMrLy13o/ZkzZ1wATiqVcgUjksmk85BzuZzz4lOplPPKlVKxAhP2vr5qxipVTpw44eiU5557jsZGvRKSyWRix1vPOpFIuPv4C7F+5aNUKuXopVQq5dqYyWRii6UjwxS0t+hVEeI44k1VIAtpx3BBOFUp6DK613m3iga349c45UblXTIN3X4Sp5Otu0u8mQLE1Somx8gCQxMc6kEWWb3E/Q+n4AvmXagE9ll9/LeA75rt1Yhq4wCOosi9jGjo1yLu/T/CEuPR7X+d0XnNI/RDnkLSEFQjz1yHKG4OIn19Elnw9HXdEK8patVC/kJYAfHEjyPecKu37acDsB70Z0TBseL7LIh0/dZDXwP22dqs13ntOkZcJWO3k4iH3kNcc+8rdAroXDcjhdW+TxdaLlnj/X6G3LquQhQvi5BgnuXIJGwZolBZ5DV7GULddBOnVuy5S71za83PMuSbqgKSps8XeNdr9e7ThdBCaSTfSw6pDFWFLMSuBFpMzEcSKNiZcZLh5iEaV4OeSCSYOnUqpaWlMYrBygZBZIi9vb1OwTJlyhRn/E6cOBE7zxrXEydOOCWMn1c9k8k4lUl/f78bGM6dO/eO4tCFQsHx6qdPn3ZRoL/5zW+cIS4UCq5dfsCR/zzpdJrq6mp3H9t2v8zclClTHKVUKBRi8suRwUZnpGQVfvNHYIMxqNkeJDrnBlhkPsDlQL1eVV915DA7njHVx+96DWc0up+E7ZYTboKVJn96Yx6dYhU4tBr5yOfDLGvIDVVS9SmoWmu2kepCLXtgm+F+t70k9+Q1JNtRDRKbMh8xqHOIR09aDrkA++1Is5dBaIERwEaKViNSwRrvnjciUZ1+xagjeNaIuAzN56v7B9l3BXH1i+3fDPJMdiAoyH1ramCj7q+ijvs49GNDRWx6EhlorrjgXoP1Ucprl79e4OdysTLLSzHoBbRBb4MWO4AdhBbb1l/DfvPOdR+HzeaYwsvQbDjs3OvIGsPLkDX7m9+CtDGWuR6oMca4oR0OmZGh2dvffhBRDhmKsHEhdBgnZvNHcI5ORzXsMA5TZQXkDBe5Y5leJwLIzoB9VtZZIjTOArQaDKCjBMdjFqrlvpxiTAKLAgICAgImPsbVQ7eZB5PJpPOOS0pKHFXhBw0VFRXFFCGWoikuLnZUSFdXlwsOUkq5lLtFRUXO4/UXKNPptPOSu7q6XB1P60Hncjl3jZaWFqdm8bXk58+fH7QakT8rqKmpeUdhJE7LkgAABV5JREFUa9sue05paal77rKyslGgXCrRipZGWfjaDGQf1dvp+yFnF0VbxbPp+BTWC9xx/XrJ2Ec5oqW+BvHAboVGq2zZSTxNrJUNPAsddsZiPMiuJ6Frudn3HEI9zEU008sQj7Qfau2iGFCwtGwj4qn+J+IhH0cWKF9CqAoYrpczOGz63H5kpnMQMHlllgL7vKyVvGC25yNe7oV5Oa7wtu3M0y+U4S+04l3nQv273WcWUNt3wiKd42bgC8Aeu4q9kHitUX9x017vCu+efjZJn2bxUxLYY4cXQxHHOdN2q5ixsP11DLrt+zQ9LhbKnfH+YY/JeEqvCsjZdp+EfZ5W39WpzXhiEl9xZGeo4P4mSaBgjtmBtLd7sZzWDS4QqQ1cg/fLIXqSZ97Lbj9Vw4X5c4aXzXJcDbqNuPQDb0pKSpyBLCoqchx2IpGIlaCzSKfTMZrj9OnTQNwoDgwMuHP9QcIPRCouLnZ8uh0sstmso2RsNKiFNfqJRCKWJ8buLyoqYvbs2YCmeayyZdq0aW4AOnv2rOP5fTllcXHxKBh0+1FcBduazL6jOHoi933iBsSoIzp6cC/T/pcRTvgYwt/5RswGo4B+4eyL+O/Ix53xrtNmfq6XgWbng9BtE0DdiEgITiGDSDm02Q+6B6E5ksSMvgvC8NPnfh75ENp5pyxwJLCUC4hFKeCmyvsySJStT4kc8e7vG+LpiBGHdypgQJOsBW+fvWaSwRUnth+nQ7NVBbUR/7v7FMpgAUQgA6AfLOVTLn57rQG6lIpbOSRXTZvZlyK+xmB5xDrkmfcilrgfiZ5tg5y9znFE5tIqkZ30QIs/uNnnPIY4BuYaXcdwhrvg/oc28nYAavWOP47r5w5vnaWlGjfo5uYjfedHhPprFb66bGgIlEtAQEDAJIG69OLEw7iZUp3ofKZdFzt2nOEv011uXBVF0czhnjSB+xYmTv+OqG8BlFK9wBuj3J7RwGTo2/DuXhxD6t9xNegASqn9URQtufiR44eJ2KaRYKI+x0Rt13AwUZ9horZruJiozzFR2/VuCJRLQEBAwCRBMOgBAQEBkwSXw6A/cRnueTFMxDaNBBP1OSZqu4aDifoME7Vdw8VEfY6J2q5BMe4cekBAQEDA2CBQLgEBAQGTBONm0JVSK5VSbyilWpVSGy5+xpi1Y7ZS6rdKqdeVUoeVUl81+zcqpY4ppZrNf7dc7FoTBaFvxxahf8cOoW9HF+NCuSilEugSMjejQ7teAdZEUfT6e544Nm35APCBKIoOKKXK0VUgbkOn9MtGUbRpvNt0KQh9O7YI/Tt2CH07+hgvD/0GoDWKojejKDqHTi//2XG6dwxRFP0piqIDZrsXHZf7roWC3wcIfTu2CP07dgh9O8oYL4N+JfBH79/vWW19vKCUqgU+hpR9uVcpdVAp9bRSatpla9jwEPp2bBH6d+wQ+naU8We7KKqUKkPX4boviqIedMLtD6PT0f8JeOQyNu99jdC3Y4vQv2OH93vfjpdBP4auuG5xWauBK6VS6D/aM1EUvQAQRdHxKIrOR1E0ADzJ+6eMVujbsUXo37FD6NtRxngZ9FeAuUqpOUqpKcAdwIsXOWdMoHQu3aeAI1EUPert/4B32OfwMoNPcIS+HVuE/h07hL4dZYxLPvQoigpKqXuBX6Iz4T8dRdHh8bj3ILgR+CLwmlKq2ez7FrBGKbUInfi6Dfj7y9O84SH07dgi9O/YIfTt6CNEigYEBARMEvzZLooGBAQETDYEgx4QEBAwSRAMekBAQMAkQTDoAQEBAZMEwaAHBAQETBIEgx4QEBAwSRAMekBAQMAkQTDoAQEBAZME/w8nZzAsG3qz2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in range(6):    \n",
    "    \n",
    "\n",
    "    f, ax = plt.subplots(1, 4)\n",
    "    ax[0].imshow(test_x[idx].reshape((48,48)), cmap='gray')\n",
    "    \n",
    "    for i, modifier in enumerate([None, 'guided', 'relu']):\n",
    "        grads = visualize_saliency(cnn, -1, filter_indices=test_label[idx], \n",
    "                                   seed_input=test_x[idx], backprop_modifier=modifier)\n",
    "        if modifier is None:\n",
    "            modifier = 'vanilla'\n",
    "        ax[i+1].set_title(modifier)    \n",
    "        ax[i+1].imshow(grads, cmap='jet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         (None, 48, 48, 1)         0         \n",
      "_________________________________________________________________\n",
      "layer_conv1 (Conv2D)         (None, 48, 48, 64)        1664      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 24, 24, 64)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 24, 24, 64)        256       \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 24, 24, 64)        0         \n",
      "_________________________________________________________________\n",
      "layer_conv2 (Conv2D)         (None, 24, 24, 128)       204928    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 12, 12, 128)       0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 12, 12, 128)       512       \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 12, 12, 128)       0         \n",
      "_________________________________________________________________\n",
      "layer_conv3 (Conv2D)         (None, 12, 12, 256)       819456    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2 (None, 6, 6, 256)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 6, 6, 256)         1024      \n",
      "_________________________________________________________________\n",
      "dropout_3 (Dropout)          (None, 6, 6, 256)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 9216)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 128)               1179776   \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 128)               512       \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 7)                 903       \n",
      "_________________________________________________________________\n",
      "batch_normalization_5 (Batch (None, 7)                 28        \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 7)                 0         \n",
      "=================================================================\n",
      "Total params: 2,209,059\n",
      "Trainable params: 2,207,893\n",
      "Non-trainable params: 1,166\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "cnn.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "layer_input = cnn.layers[0]\n",
    "layer_conv1 = cnn.layers[1]\n",
    "layer_conv2 = cnn.layers[5]\n",
    "layer_conv3 = cnn.layers[9]\n",
    "conv_layers = [layer_conv1, layer_conv2, layer_conv3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 5, 1, 64)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layer_conv1.get_weights()[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_conv_weights(weights, input_channel=0):\n",
    "    # Get the lowest and highest values for the weights.\n",
    "    # This is used to correct the colour intensity across\n",
    "    # the images so they can be compared with each other.\n",
    "    w_min = np.min(weights)\n",
    "    w_max = np.max(weights)\n",
    "\n",
    "    # Number of filters used in the conv. layer.\n",
    "    num_filters = weights.shape[3]\n",
    "\n",
    "    # Number of grids to plot.\n",
    "    # Rounded-up, square-root of the number of filters.\n",
    "    num_grids = math.ceil(math.sqrt(num_filters))\n",
    "    \n",
    "    # Create figure with a grid of sub-plots.\n",
    "    fig, axes = plt.subplots(8, 8)\n",
    "\n",
    "    # Plot all the filter-weights.\n",
    "    for i, ax in enumerate(axes.flat):\n",
    "        # Only plot the valid filter-weights.\n",
    "        if i<num_filters:\n",
    "            # Get the weights for the i'th filter of the input channel.\n",
    "            # See new_conv_layer() for details on the format\n",
    "            # of this 4-dim tensor.\n",
    "            img = weights[:, :, input_channel, i]\n",
    "\n",
    "            # Plot image.\n",
    "            ax.imshow(img, vmin=w_min, vmax=w_max,\n",
    "                      interpolation='nearest', cmap='seismic')\n",
    "        \n",
    "        # Remove ticks from the plot.\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "    \n",
    "    # Ensure the plot is shown correctly with multiple plots\n",
    "    # in a single Notebook cell.\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for conv_layer in conv_layers:\n",
    "    plot_conv_weights(conv_layer.get_weights()[0]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_conv_output(values):\n",
    "    # Number of filters used in the conv. layer.\n",
    "    num_filters = values.shape[3]\n",
    "\n",
    "    # Number of grids to plot.\n",
    "    # Rounded-up, square-root of the number of filters.\n",
    "    num_grids = math.ceil(math.sqrt(num_filters))\n",
    "    \n",
    "    # Create figure with a grid of sub-plots.\n",
    "    fig, axes = plt.subplots(8, 8)\n",
    "\n",
    "    # Plot the output images of all the filters.\n",
    "    for i, ax in enumerate(axes.flat):\n",
    "        # Only plot the images for valid filters.\n",
    "        if i<num_filters:\n",
    "            # Get the output image of using the i'th filter.\n",
    "            img = values[0, :, :, i]\n",
    "\n",
    "            # Plot image.\n",
    "            ax.imshow(img, interpolation='nearest', cmap='Blues')\n",
    "        \n",
    "        # Remove ticks from the plot.\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "    \n",
    "    # Ensure the plot is shown correctly with multiple plots\n",
    "    # in a single Notebook cell.\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import backend as K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = test_x[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd6d831f828>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image.reshape(48,48), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_conv1 = K.function(inputs=[layer_input.input],\n",
    "                          outputs=[layer_conv1.output])\n",
    "output_conv2 = K.function(inputs=[layer_input.input],\n",
    "                          outputs=[layer_conv2.output])\n",
    "output_conv3 = K.function(inputs=[layer_input.input],\n",
    "                          outputs=[layer_conv3.output])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "layer_output1 = output_conv1([[image]])[0]\n",
    "layer_output2 = output_conv2([[image]])[0]\n",
    "layer_output3 = output_conv3([[image]])[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conv_output(values=layer_output1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JIGiBIKSHo6nahianHS+dmVHee/D27WirsuTkBrpsJnz52h589bqejNdpikSN22KYIIn60ha6waxmKmPGnAolkWR5xBgOTXVOxTi/sae+ZMWcXmMFJN2Gh++8Ams/87hh36kndR4rBvNscOWrGswOAY0Fzi/jescl+htWQIq5zkZTORkDarLDBE+dnMDzvdM4OxldMVkFWsvYG6usmvVQFhxEFAQRz52ezjBcMoU2uTo+/hBOp3fBs6X+9EQUgXCcRSzJocFjgcdiwu+Ozm9qveOCloybIzvGFoqzCCdYpQLNYabKEtBY0FgheaAMyyvB8v6paNEE8t6pCOIMj+fOTuP+2y5UXldvYuW7Losln+nf2OrB6e/cgIeOFC8oyWa5Uviaq205BjZfju5dz57BRDCJ2QiDMxORDO2H8wGjJtmR2ThmYkzeDbRCXLe+Ebt66pSc6HwUU4czgoVs+PY0aDuni/qLWjw2vDgcwP6B4hsGkQSL2QiDUz/465zdTyMQAbjtJqm7AEWi2mlGrc2aYWA3tnqU6ix1jC3GcGBYHnYzpVyAYgH7xZLipJvUYqJAEFLJcKm4zhXdtah2mnFFZ60Sb8tO2bmiWxfx+QyKPUw3bW7BF548XfT3x+YSSHFSOsty7SKbaRKddY6c/FE1e/rn8NbuejRWWdP50SsvBrsciAD8kRSa3FbUe6wIxtmyYrD5KFc9byWhdfWq2bjKAWCXzYQmrw3XrKrBUX/+XUk5LchlM8Hnshi6g62GJABbeiZMpVuJtHntWON14eW+eY/OaiJzPC6HhYbLZkLvRBQsLxQMeOuFOrWGF0QkWQEUSSBYxmafRbV0VSeMey+6Q/+BAiCJ4pki37x+Lfb0599QG51LwOc0w0yTuucKL4TVDc6811YURVhpUhEaCsVZQzYyz0cIAB21dtS6LaApAtEkB1EEXi9DN1YdRrxn94CmjaGVwEJKiTUbV3UA2GmlsaOrGu/Z0pr32KUsccvGaqLgspmQ4gRYTBTcNhobWz0wkSSeOy0pI61rdmNne24Iw2amsKHFjSavLSfg/fe/P6nrONV5cxRJKBJ4chw1nziOLIPoSHvc2XXpchmlEZTKFNnRVY1P/e5EzuvNXquyAihVxrtU5NvMCCe4jIkqX2ny8k8Ny4cgAicnwjh0LojpMIMkz+MXB8ZKJubL3n+KE/DbfWNLMdSy+dEr8xvchTKYFpKGqYv1izEcUpywYkphEyyPyVASJCF5sdEkh4lgErEkh0u6fOBEAbPpvMHGKiuePT2FmTADURQxOpfA48fHcWosnGPYDg8FsWuVcWEN9WQUSUgzvdVE5YhL1GdtCqg9q+pb7zVsfOUm4OUTVda7+EIL6pi6OkNlPJDA/x0eyTiW5QXFoC50yasXK7EKjiYJeK1mNLqt2NbpxSVdPty6uQEbGgr38VIjCCL+dOflBo9SG5+8rEvZ49DalaIYCzKusqCJP8JgLprCbDSFqVASz/RPad5IMSLX1Wqi4LaZ4HWY0eS1od6TGZK4qrsuoyrq6rX16J2KIJLk0FJtww0bm9Dqs2dkM0QSLF4cmYXTpK8YSIoXJVGZFI9oUor39k/Np6lNhZJFVwCTwSRm0qlxf/PAIQzee5uu41sI37x+bdGMEUDatBucjili60GDDEmKExCMs4qBVevxiiLQXeXKEHKvcVmU616opc9STRMrQVUum2CcBU0RSm42L4ho8djRUiJ0cmosjCPDwYL7F/wyh4oKid8sBkJL/IsgiBkAunWTzKJdtxbAxo4TOH/Gqts4gcpYVZwv1x84f8b6Z3f9NRnXChUqVKhQHpU+EBUqVKhgABXjWqFChQoGUDGuFSpUqGAAmrbIampqxPb2DuVnuXSTJAjIqYEicndTWV4ESRaXahseHoLf79dlIzZ7nOUiiJIuQalBHDx4wK9X8H2hYy0HPc8pUBmrIEqpfSvhXi0Xo+7VcJKDw0LpJr+4FNdfqRkhAGQ967woghcAcxldk4eGhzBbxlg1GVdzdQM2fPq/8NK+EZz+zg0A5LQsKY2GYXmQBAG7hUI4wYEAcNIfwkQkBa+dRofLgVqnJKDLCWJGelRrzwYtQylKe3sHdu/Zj8v/9QW8/A9XApDU0vNViDEsD4okMDKbQGe6ZfQ5fxw2M4Vad36ZN5uJ0G0XUh6rEezcoW/PeHmsX3yqVxG4mQolc/Ju1QRjKTCcAK/DrCRixxkOe4cC6PQ5lDJYo8aqJzNhBl6HCX/1hot1+0wjxvmTVwewq6MWPU2uv/h7NR8pTgDD8hBEKa81meIRjLNlSX8CwMXbt5V1nCbj6rGY8LN3bcbYm7qV19w2U04+HssJSt7mjlZfXmGM7Ay+Jrf+wih/s6tD+f/RkRA2NLszdATk0tjD50I4MBlE85QFk9EU3r+tbclKdc9HfvfigGJc6z1WnB6PYG1TrqhFkuVBEESO8bVbaFzZo7/2gRZiSQ4kSYAgAIYVykoeLzTZrjQ++oZVAKBZTGcxJNOOVSLFg+OFooLU2RwfCcEfWzpBfTNNwkyTEAQRsxEGKV7UJMxkKsO7BTQaV3va4BSrtY4lOczFUnBa6WUVSQYkgWyZHV3VOe/LJ3lHV3Xe97P59KMn8b23rddziOclx7755oyf1za58NTJCczEU3jL2kZF4MJqogxvN6OFc/442tKessMqtX/heCGn60M0ya1IwWyt3LS5BUtVUmI1UTgyHISZJrGuWZumsNNKI7QM1WhnJqM4NBXAWq9bk3EtN3lV9zvIYaWVmnctnA/ptl77+f/AGcV16xs1/466FfhSIBtWuS2K00rn1fX8czCsy8FkLAmaJLAO2oxrR60D9cvQDmZtkyvviqsU5Tb/XDHZAuSKGUlhru1amc0Ylwq923UX6hqqB+qR3qPqkQYAMWb+eymCyJBrzNfvayU0OMyWlJR5+uQkhmZiJcuN9eY7L5zNee3qnjokOB4v9BYvgf/RK/05yv4WeuWscPRiQSbtyHAQDxzMjJP/av9wRjtoAIowdja94xGE4myGIMn54Llu6yjcNfIvgakiTfLURMpc4mmJy2lFHRW7uHH+up2ZiGRINZpoUlHBumf3gBLKOjUmdQ/mBXHJPdl8kpFUgXYk165vQEetY8m7MH/mytU5r9EUiR1tvrzxdHVrmL9qq8lZhpcbxzyf0GxcGZbHBW2enP48N65rRIsvMxYru9x7+udwfCSEDz94BG0f+T/8vncK331pAP1T54dgrtwGpNANvpRobTWhJ6U8191nJe/JlbXBKZ+/P56axJef7sXBwQDe88sDGR15jWT7qnnjyvIirGYKKU7I6fbw8Z2rlP/L0o+zZU4oejLx6g8BFG6eJyOrtj1ybCxHdnKpyFYOkzf9mKxwi3on/oK28hS0FkOswKqI1ajLmv13AIBQ5kdonpItJgqBWArRJKeoB50cDWN1g7Og5qG8WfTzWzcDt27W+pWL4tvPn8Vnd+XOsrwggiIJ7D7rx87VxWf9fNkOy8Wlq32lDzII9Y351MmJnDjrztU1CMVZWGgyQ/1IPn/XrGvANesaAAAPdJaXzqI3cpPH8UACLpsJ9rTznB3/lb1quedTMsXDTJNlN7QrF5bPNaDyJmCp75Kfv7dvatZ1TFoolFWznFrOQOFcdZNGXdZ82sPlpvYu6Axkx6DsFiqjJ5UoioglOQRiKYzMxhFOsJiLprB/IAB/hMm7bDQqLKA2rCwnIJJgIQiiMt4mtzbDaXRngsVSKDanB4IqkrlrTZ3yf/X1jCQ5pHhJ2zfJ8khxUjeHYIlUG71Hnc9oqWmptinnKpniFcOarZ0rvxaIs4gYEHtlOOPizktBvpAJxwvLvsorV9ya5QSMziXyPtdye6qJYFIJEwHlr2AXZFxbffaMh9hEkahS5QkSBKGkuiRSPERR6j+zfZUX1Q6zsmxcakNlokkQBIG5WApr0s3S5MIBAAikDUCxcRnxgOmJHm3PC0Grdh3VM7r6/6Iowm0zob3GDquJUry9kdkEHjk2hjMTEUwGkznLLb0n11LexeBMHB6bZBjMNKmECFheVJrvzUVTCMZSCCc4xBnOkCZ6xJKpwxpD9qpuPJAoq1OuP8IoOsRGQJdpAKMMhwG/1NIpG7k9lYUmM+xduVdswXeL+oFqrrblteatPju6G10ZSwd5qSOKYkZKg55C9cW8lu++1I+a9JIv20vxpvMd5TFGEmzOMcsoqF8WRnWpBaS/XZ26JJ8btZdQqInbpjYPbljfCIYVMBNmctqI631eS3kXJ2dCyj2c4gTFc50JM2BYAQRBoNpphtNKgxNEmGnSkPY0dgu1Yjp4LAZ59eKw0Oj3F27+CEidSxIpXlfV/4XidZhxRXdt0WtrNZELeq4WbFyzv0wOZE8EkzlZA/lcdEHMfADKzR0rh3yzkMxbu+sBAH2TUSUdpFBKkMtmwp7BOaVnlayj8JeK3UzhT71Tys/xrPP2ct8MxuYSOD4SyttdlaZIrGl0YibO4LUhP46dy9/YUg+KhUemwwzelo5THjsXyogPxxgODisNhuWVfNg6t0Vz589yIVC+l7VSEUVRWY167CZctXY+ZJSv04jDQqPVZwdFEis+zAZIFYULyWzRZFxLnQZ/hIHXbsro9KhmdC6B8UACcUZqAqfuq8SXiJFpoVi8ZWtHFQanY+AFUdkQ+PwT+VtCv3RmBmPRhFK+2T8V/YtOMPdYTIirYoTZZc8/eHEQLw774bGbQOdJrYkzHCACb+jyYZXXmZF9oHdYgBfEjPQfNXWqMtZNqp3rR46NKctci4lSNmViDKc02MsXk10szdU2TASTBcdbiJXi8Rbrj+axmxBnOMxGc2PuFEmgf9qYjCFmAd1a9UaTpSg2vyZZXlluX9iZmQ8q154X67ND6ZjnVsq7VMdZAeCHf51fNObyNTUZN84vDo3hm41rFz/A8xSSALo8TgzNxPK2Rn74Q/kFTYZmYggnuIwUnO7G+coYaUWg71gJQhIVqnGZIYqld4mH/XFsbfTmLFUjCRbTYUbJf53LYyT0wEyTODAyhxOTBK5eW1/W79StcK0DhuVhMVGwW2glK0NNOMHi3oOj+Ob1+j9TKyFvXpPnWsyDz1dDfmAwgD+emkSTt3S8wqRj6ka+ksaFkD0j+86T8tdvP59bPaMHIqTQQCLFl32Oo0kOdW5L0dzG3x41RmDERJGgKWkz4tRYGH15QhUy7TV2RaFLzc3/tTdDIyOUMGZD0+c0o8Vlx8PHp/HMqanSv4DCaVBGUW6F3oHBAID8aUzqyemnrw/jb7Yal0ZWKkNFTTnn/LHj45q+X6Nx1TYd2M0UrlnXUFYXSz0dF6NiWPmqUlYCcox7T/8cfnd0NG9erx6IkOKs1U4zZsJMwfCPGqeVLqkf8E+/PKTTCOfhBXFexYoARsJxvD46qxQ0ZJMvuTyZ4rG9az6veDrMKFkmRrC+xY0v7OrCg0cm8MSJCcO+Z6GU+1xt68xfyfj/HjyMrl2fVn5+6vB4xgpGT0RInZXL5U3rSq8WrlKlH5aDJuOqdS8nWx3na8+cweefOIVfHzqHmIEpTbTGROFSyO2fVyK3/eqg0pZ6R1c1vv+UMV4rIG1cWGgS9R4rWn12zISZjPy/crnr2TMZP8+88ke9hqhAkQSc6XTAcIJDnc2KrfVVmAgm88b/8oUNfndiDF9/s7RkHZmNL0m1VqvPjjvf0Imf7z6nVGCpKXYvToWSK3qD6Ge3bEZg390AJA92dfN863K9I6Q0RcCbDvHk21QrBscL+NX+4Yzy/fsPDCtx93LRZIXUquNal96jcwm0ec341lvW4V1b2xaknFUuet5gY3MJZXYdmll55bqP//u9GXKJL33uSgO/jcAqVbzaYaEXVIkTTmbeO/IDpyc0SSKW5BBP8UimeDR6rajzWGE3U5gOJcuKnV7aMu+19s1EFWfhrN/Y+2BTmwffumE97noud6Is5ulNhxjdK8j0RJ3bfOHnfo+f3nKB8rPeGcQUQYAkCZyZiCCcYMsOEXzhydOgKRJv39CUoZhlWcB9vqC/iWF5RIrEnlJ5llg+pxlv7tYuS7cQ8hnXfN5KKe585AT+7cV5RaWP/vrwosaVj8VOA/se+5byf79aNDJ1AAAgAElEQVTKs1qIR1kKAlLcXU5zsprIkpUw2d7eo8fG8K23rFN+NkrQWYSI6TADt40GRRJwWWmE4ywokkBztU1JrytEnOGUTbuZMINa1Y5MZMZ4fYe1TS58fEe7pgyCTUtQsy8ucKeofyqqhIdmoymERuave8+nH9NlbGo4QUT/VBRz8VR6Q43GaBn6C/LmmtpePH1yEjdvaVV+noqWt4JZkHG1mCjUuArn/eV74J7vm86o4srmlI5Lb0aVLhNMl+D+7sRYyd87di6EXx86BwB4209fxy+/8WMlk6D2fb/EU3fs1G2MMov1M1arYoA1qlw8rYLF5cALIkZm40peMEkQSvJ4oRQln8uiGH1eEPFMX0AxuKE4i5s2t+g+Tmk8InwuM6wmCj6XGRYTBYKQPD+3zaQUjBRCHSd+um9SMVz//IfT2LquzZAxZ7OpzVN265GloljaVT5e6fPjfw+dy7AJl3/1Twg8dicAKWOg93s36jpGQLofG6qsuKTLB59TajFUryG7Qp0Nc+36hoz36pzlfc6CvfF83mkhJoJJhFIseEHEdJbHMDQTk3afg4GFDiUHm2qXMp7i0eqz471b2/LGsNRsavPgXVulB8dmoTOWqzP3f0C38RmNXtkS2fCioMQyY0kOFEUgzkrLbpoi8X+HR5Rjz0xEFO9ZNvp9k1G8ocOlJGS/8dsvGjJOGZYXwQtSGevIbBxmmgTHCxibS5SdBxmKs3jftnkFuGu6lk84ZyVRrsbtZWtq8IbWGiWnHABO/tv1yv/L2exeCASR+9laRVuA3HLyQ0PBpS1/LUWDx4J3b5X6UtVl9VPqqHXgpbMzqG/WthNXDI4Xld1WOSl8ZDaO36RTKeRUETWBrJjMl1R9wtbc+ahuYyvGQkIX+TCqtYqVppSYn8NKw2qi0OGzKxVO1/XMz/DdjS6MRzKXYa3Vtgypyn1feqMh4wSk1RMviAjGWSRSUjO6aocZoYRUeil7Uv4IA1EUkWT5nIyBuWgqwyO/+vsv4Ypu/Xt/5ctUUDsvHC8sqHihlGj1Qjh6LoSv/LEXT56eUGQOf/LqAE6PR9A3GUXHxx7CuazihqQqde9xVTrTkwZmRMgOFsPyOc+2FtS5xN6L7sDWjqoiR2dCaImhEAQxA0C3bpJZtOvVAtjgcQLnz1h1GydQGauK8+X6A+fPWP/srr8m41qhQoUKFcrjPOhcVaFChQrnHxXjWqFChQoGoCmT31lVLXa0d2Q0eCsEJ4iaylAHh4YwN+vXJQPaXVUtNre2w16k9lrEfBqUgPJnmSQr4OSxQ3694kM1NTVie3tHwfflcYqQNupoilBEKQhiPveUICSxCvk1ABgeHoLfr885BQC7xyuuW92Fwdk4On25dfiLYWBwCIE5/cYqn1deFDEWSoIiCTjS6VgECAiiCAFSNoGcu2ulSbCCCDNFQBCle5jlRZgoAi4zrdxPvf0DiAbndBmrxVUlrl61CladqwoFURLaOXjwgKH3qhxULHQy+PTNSkDqsksQUK6B2jzofa9aXFXixm5jysDLtVWajGtP1yrs3rN/4aMqws4d23X7rObWdhw6pH+9uozNROgWKG9v78g5pwwrdW+QJyiCAOZiLGpdZqUiKpniwXACgnFWkXB02UywmyklDUXPcwoA1Q0t2L1nPx44OJzToHKx6D1W+bw+e3oK97wyjNt2NGMklITLQsFtoTEekXaQrTSBMzNJ3LS+HrwgIpRKYTLGYP9IFH1jIXAcj9GREMIch69/5BJsqHPjuqsu1W2cG7tXG/ZMAcbfq3qh9/Vfs2r5bdWCalD/9bk+/MNVa8o6VhYcLnmcjiWrrKo9452PnMAP3p4rKSiKIsIJrqga+sB0LKPccyngeKlTlTXL626smv85lTaqAFDvscBq0teLLER9Onn6mjUNJY5cOXz7T2exuknqghBNclILIgtV8p68/aLC7/nsxghnV9CPclbXRrMg45rPsEaTkveULYMm38Rz0ZSi5i4n5qpzyDgdxbIDqtJcuSsBL4gYDyTgc5oxHWYQiElan2rjemgoiBQvKLX6MxEG+8fnYKZIUASB9bXuDPk5I6ApEjQl5byShFS/L4oiLCYqne8onSenlQZNERk5rbwgIpJgUeUwF5XXWyw3/+x1/PftFyHFCahymOGwUDBRZFokRTL6ZLpNCiD1pM8nPL0UdDd78O9/vREAUFWiKqt3PAJeELG+Rf/qtgrLR8177oP/gduX/Ht1uctjDIepdFwrW0R5ZDaOY5MhXL9hXlegzm1BKM7i1FhYKdMst1tjOTS75wsV/uOdmwBIKkm/PjaO67pqsabBmVfsOTtBeEdXNXagGomU1MXUYzctmXiLL22Ykile8WJlw1sIubtDNMlhJBhHygDVfAD42ls3KBU3r/fPosFtRUetAx67qeBK4OmTk7i6p25JDSsA/OqXLyrGFZDUjWbjHD50kRTW4EURg9Mx2MwUetJCHWcmIviHx0/CYZH6Z61tdKGnzoa1XnfGqqjC+QF/9gA2fr4eH7q+Gx+9pAMsL2AskMTqegdoisTQTAx7x+ZwdCKGSJLPEc9XP4NaWNCd/qv9w3jr+iblQTozEUVbjV0xCLEkh3CSw/BsDJd0+TJK32Q8dhPCCRaBWApeh7lo3yutmAp0NfjMlavxiYePYV2DA3fsXKW8fvRcqKCY8zOnpvDycBDv3tQIj91kaOvqfMgXNcUJICBNZMU8MLeNRooTUO80piY9nGCxuUU6V6/0+dFSZUNHrQNPn5zEZV01eY1nnOGU+mxBEEGS0gSwFC1zLr1mq/J/f4RBt9eFs0QEvzk2imhK6vJ69+9O4uY3rsEXa7thpkl0N7rwuw/vUH5vPJDAVIhBS7UN9x0Yyfc1i+JHr/Tjk5d16f65FSQCe3+k/P8TDx/Df7xzE9aqSmNPToexvakaV3XVZehzyFjNFCaDSc06DwtyF2/b3q4Y1ukwg60dVfA5zQjGUhBFEQ4rjca0aILMG3/wcs7nuKy0EkbQs0EhAHz4wSN5X3//lmY8e3Imo9Q0n2H9wUv9AIDtbV6s8lkQY4yq1y/9d0cSLEbnEsoyvBgEQcBiouCxmwxppui2mZRmdJetqVFWACaSLBjnkkVQ5JYp/giD3QN+RfTFCGbj0vV93yXNuP/AMB4/Po5hfxysIGA6ymHvcATnAgz++9lBOBwW3HlZJ76fvub37h3Cr/bP7wOxvIhfHBqFP8LAbdW/tPh8Nazq8trsNtlz0RQCsRQEQcSe/rmlHlpB5JWsmus3NGJVnSOvYZVRG9ZyLdWi1uJPn5zMiJvGGD6vak4yxeNPd16e8/rQTBz7hqQTr1VtpxTPvzaY9/UdXdU4fHgU/jCj9KqXUYvqfuzSDgBS610LTSKckt4rpaqvlXJizU4rjc5auybhCadlaVuAXL66puQm0cnxCBqqrKhxWXDt+gbFSBuBmZTG8p4L2/G+be1gBQHbOr3YuboGzW4zVtfacNsFTfjxbdtw8KvXoMZlwQ3d9ZgMJuEwkfDZzIpY8kyYwTvW12NdsxsNBnWBLZeDgwG8dEYyavcfMLJqtjRX9kgZXqfGwvNdH9JUO83wOswgSULZw9h91o/B6RiePT1luAC9kevLclevCzauvzk8kiHFNTaXQK3bAl4Qc7oMyEtbWUknkmDxtWfOYE2DE5tb0nFOnc+Gp2o+FPHO/9yb8d4TX3gThoIx+COpjLEyLI+X+6QbV62GU2O1oD8oxVr11iIuJW7M8QLmoikMTMdKamkKqo6nZprU3DlCC9k3WDmGXy3qbTTq8ZwYDeOvL5iXNrx5Sytu6K5HrdsCRuAVr2tDixsNVVa8a2sbrt/QqIglD4SjGAhJ158ml3cX+sJOryIeo1brWk7KlbfcuboGnXUOXL223rD2LjLZt34ipd/Ks9wV4YLvFLV4LCC1BzbTJAKxVEGDIcfYXDYT/uVN3XBYacVzK2d5rIVPvGVe1SoYkQyOLDm4vsWNOrsVBCGFI2QFojqPFUempRn1tZFZ7B8I4MBgAM0uGzzpsS9Eeb8YpYw1TZFgOAFmmoQIZIgny8ZWniBIklCWL0Yr0n/2sVOGfv5iYVQtwL/6TG/O++01dsQYDjMJBntH5jAdShb0SG7Z0ooPXtwBAHCZzo8mlRWQIW/61Gn9FLjKfbQWfKeo81fPTESUmSjFCahxlb8kjad4VAO6e67bG+abpJnN0p/Z6rNjPJBAk9cGt40Gy4tw2UwZ8m7yRtctW1oxNBODIAKr6hyIKwLR+o6z0JwSTrCwmigIogibmQJJSBUuapFyUZSOs9Bkzo5mMsUb1l44GEvhknZjPY/FklRd0/ZaJ17um8Hla2pxfCQEj90Eh4WGz2nGFrIKdW4LgnEW44EEbGYKUyEGEYYFL4pwmU1orrbBSpNwWGmcDcaKdkGusHJQy5uu9bkRSbCaQ1EsJ+Ssysq9/gt2w9QeXHejS/Gemrw2cLyAZIpHIsVjOpREKM7CH2GQ4gTwgoipUFKJdyZ1dNfVJFSC0etb51Osmrw2JRdzNCh5snIa2NBMDAcHA0r4osFjhdsmGWbZqObT3lwMhQyg3UzBTJOwmqR/RVEq1VQXW8jeKcsL4NPvyxiZ1VDlMGNDjbQJmEjxSqzayKaTWkmy89fp8g4P7rz/EA4NBZFkBVTZTah2SvFAR7oFSJPXhnqPFTYThXqPBdV2M5wmGmGGxehsXGkRMh0xbhOugnEIotQm/di5kKbfyxfuEsv0BHVZ4/7w5f6MhoORJAdrur+92yblPta4LDDTpJJEbrfQCMVZzKV3dSkdXUIRwKm5+R5S333r+owuBJPBJAQR2NCUmSXQUevAk/0zePj4KA4PBcFwghLKkA2wnuMs9nnqyYsmCXCCiGiSyxEilrMCBEEEywuIMRx4QUSKFw2NubZUSyLk/ggDj92ERIrHwZH83STG5hKYCCYXJPi8UBxmStk0uXFjEwae/D3+88BIxsbL2FwC52bjuO7u3XjpzAyEdKaL1UTBbqHhsZvgtpjA8AICCSkThhWMPa9q9IwT/qUzGo6jxm0tahb3DszhN4dH0D+lTwHOoo3rffuG8KnL51NJeEFU+hOd88eVpWqM4TA0E5PEG9I/c4KIerf++ZhCViwSAC5413eV/9vMFNY0OJW8XLXh/ec3duMD2zuQEgQMzcTA8SISqfksCL1jmeV8HElIlViRBJezKwtIXQFcNhMYVkA4wSHFCSCJwl6xHsipeHK2SCCWwqWr8rdAaa62obHKikSKx3igdJM4PXBZaPzvsXnV+9Y33YCG9FjlpWGNy4JHe6ex58nX8JUnTinVbk4rjTq3BdEkh4loAkEmhZFIHIIINLhMi+57Vg79U9GcasfzFSOaZWrFYzHhiccOFsxnB4CLV1Xj5i2tsJmpol1Byt3Q0hRzzfes3n5Rh/L/0+MRZYf1Xb/Yh1//zXyBtsNCw1FLKw3uWn12WGgScr2TnqLdggjU2aU4muxRB/70L+ifiqKr3qkUNcjfKbdZVhc7XLxK2tnun4qi1x/BthYphjsb0acVixZESLHpJq+1aMzIYzeBpqQS5HJ7HC0Wi8ogldrsmwgmkeIENHltSjGBUZhoElsanUos+uhd12W8//jxcVgoCnUuE37w1Zuwq2O+zVDfZBS/OTGOvqkYtrS6sau9Bs0uOyiSwJUdtbh3CWKu2WXW4QSLD9x/EIPDQRz++rXGD0AnXjs7i0aPFcFYqmSOtpFc0uXDtW/ZmvHa6FwCU6EkfrZvJKPNt9wa6tRYGKPhBHxWM9a3uJXJt9y7VpNxTbJ8wcqa/qmoYli9b/8PBB75RN7PeKJ3Eu9Ozw7ToSTaaiSDpme2AEUQ8FrM8EcY/KFvEh/a0Qlg/oaVy25lb3Rze+G+OP/+6jB6x4JK59dT/qWfhRmWx2QwWXTWlZErpGStBz0pJq6Tr9GcvHkoI296nvPHMRKMY02dC3VuCx45Vrozr2ZEoM3lwOuDc0o+pppvPd6L7Wvr8MlL2zMMWYoTcPPdu9HU5MI3rl+fUxK9psFZdsxNT9w2U0bVmMxX/tgLh5nCBy5szbuqMYpyBZkuXb18DR1FUczIn3/w9nk1q1NjYcRTPD5+/0H8T57zOhlM4ge7h7CuwQGbicSFnd6cY0qhKSxAk2RBjVb5Bv3BS/15DevYXALei+7AR9+wSllSqh9Ik44pTiQhxTJ7Gl04NJobP/m/ExM5BQRqfnt0vqf6G9d4saFt/sQ6lyEVx0STZRlWNf93fFz35avWTTK1YQUkwzUZTOKWn7yG1iq7ElL48q+P6zZGGUEUEWM5dPocygammndd1oYd7S4lNAQAH3/oGC676zn4fDY8+fE3KIY1e1lrROWbVu7dOwTvRXdgyB/HZ65cvaSGFVhcSuLQTAy948YWEQDFC5MeOjmJeo8Ve/7l6oz29H88NYn79g0hnuLx01suwJ1XdOEjl3Zm/K4h2QImisBYIIFj50IFW2vfeUVmKd8PX+6H96afobnaltGqun8qmpE6pLdEmMtCw2qm8M4N9Xihdyaj4+uXrukBm1UZJccCOV7A/+6fz4lrdzvw3beuBwB8/U9nsKtHvy615ZLdzTUQS6F/Klo0fvm7V8/pPo7FLC4+89gpvHLWj4YqK5741GXKiiUUZ3Hl9pYSv60dkiBwJhCFKIoQBDFnM+2Tl3WhxmpRlqq7vvsiHnxoH2KxFMLhzNBPZ7rEVw4fLadpPTMRwWyEwctnA3jqwa/iF+/ZWvTYlcb+gQCOTAYVkRwjKVZe/aGL2pRNWZnfHh3Fu97/dbxwJlBUarTcjVlNFi3JCmB5EVUOE8bmEgV3M2/71UHMhBkEYyl86vIuBB7624z3/+aBQ0si3ZdkeaypdaLJbcWXnj6Nr//pjPK+x27CM6emlJ8n0sn5NEXi/tsuVF4/E5i/QX/+UH69gqVETgXrqnfmeIYyP3l1AH/9hjbdv5tOC+IkUjwEDV5sKM7ijkvacNVaaWLyqWq4O677Yl693cUiQsRMlIXLSiPG8JgOMzljftO6epyZiOD53mmIImC2mvGFWzZktPwenUsoTgBBwFApx3LobnSBIgn84j1bS1a8GV0FpQU5lW37Ki/etql5Sb7z3GwCDJvfRjVmibAkUjy6vS4E9t2N+95beMICylfw02RceUHEmgbpoaYpAkdHQnnTFn5124WodVsyAthf+eN8lcz33qb/w6RGEKU4pdVEIRhj0V5jx0cua8fJMWnWl2lwWPG3v5YMpk3lHcqbNM+ensJNmyWv6uevD2L4JzcbOu5yMNGkko0hMzIbz+jN/oW7Hi1bzHwhxBmuZJqQP8IoG4YeuymvxCMAIGGMdyUIwNUdNeBFKUQw4I8hEM/1ZB44Oo46hxX/dds2TN73vpyS0uE5acv1vn1DODwaxJoGY52CcljOjaGFku0lGo3cnsdiKi/jwmamsLFVW+itFJqMq91CgSKlSqFzgTiCTAoUSWBKVWamRk58PzMRwZeu6QEAzEaYnFxNvREhKjGh8aikJnVZZw3euM6HFwdnFMOwqc2D33zn5wCQVyDZZZ6PCeu9OaQns5GUErN+//0Hcc/X3mno91U5zEVVzKRKMkvemJd6Emj9219nhIr0hCSBjlo7AtEUOF5EOMUq5ZB+1QT75Wt7sKElVwSd5QR869k+7FxdAwDYOxxRxHv+kjEqC+XQKX3DWCaKUMI5y4Um4yrnp06FkpiOJ9FT60KDx4oj48G8x8cZHhRJZCxPfn10LO/u/FxCvxQniiDgSmc0tHnsiDE8vA4z1lW7cEFdFb7xbB/e88sDAIDAvrtx6Teey/kMURSVdCwASm35SqNvMgq7hVIyOB774b1491b9QwLAfCoeRUoN/JIFllwUSWTI0amRl+aPHhvDyR++w4hhSmMgCHC8lO5lM1Oot1sxFWUQS3J5MxvUewjhBIsHD4/g5o2SwPszp6YQSbDY0ihtbDI6V+mdTxilwbt1nf73rBYVOSPQ9O2cIKJ/Sqqt3tkuaXmOB5PwmPMvU2JZS8dTY2F88OL8Sj4pTt/0lr2jswAkXQCbmUKKEzCbZNBV78A1XT68+NJ8/PXJOy/L+X29JRCNoqnKqkxen370pGGeIADFujIsL8WdilyyfOlPwHy89W2bmg2VHORFEZEkhzUNTjRUWVHntkAQRcRTPEwUkbMpIXuzDMuDYQVYaRIUSeDvf38SJpLEh3e0oj29CTccMHbltRAu/cZz2PG1ZzO88vOFH73Sb8jnhvKEgcolGEvhd6qsodfOzmr+DE3GNcUJcFgotNfYUe00Y3A6hlCcxYa05JhaJ2BkNg6f04wUJ2AimMRzp6exrnk+Effbz59Vjn3pzAwaigjVLgR3eklvMUlenZkm0WC3gSAIXNFdix/+3by+rNdhxpef7s1Y8uwdmBf4Vd+wegs859sXKnezaDqUVDaZzkxEMBk0tvqJIKSd0ukwA0EUle8ul6Us52RYAYOBKAamYzg1FsaZmQheHwvi1GQYo3MJvNTnz7jGLwxOY+/AHPomo3j93CwG5pJ4+uw01tXbcDYYxcWd0irmlT4/fCsw5vnaP12FPf9ydVHB56UiWzi7GEMzMUPEwkVkhqDKHYvM6FxCkam8e/fAgvJ1CS2VUQRBzAAwSqG3Xa/+6gaPEzh/xqrbOIHKWFWcL9cfOH/G+md3/TUZ1woVKlSoUB7L39y7QoUKFf4MqRjXChUqVDAATXkVNTU1Ynt7B/pmYlijcw7Z8PAQ/H6/Llv08jiN4uDBA3694kNGjlXPcwoAVdU+satzvs46xc+XlZIkAYogQBDSxhefToMSBBGCKOk9qFWwRDGzBbreY62pqRHrm9pgNenvP/yl3qvOqmqxp2tV6QM1EmE4DA8PgYkEdb3+y/1caTKu7e0d2L1nvyLdpxV/hEGSFZRqjWS6igoAdu7YXuxXNSGPU+auZ8/gbT0NEARJz4iAZAAsJgouqyTaPRFJIiXwiLEchoMMLmxwY02dCxwvwOswZ+T32UyEboHy7LHqiZ7nFAC6OjsLjjXFCSAgdUWwmam8qWzToSRCCS6jyun+A8O4dk0Drt91qa5jbW/vwEnfrQg8+Zm878uSh+WoO/GCmFFEsmVr8fJIreM06voD+t6rPV2rzpt7dSU8VwvKCO6qdyqyfVqQ00QYlofFROUIkhjFTesbMwoZOF4AqXhZUlO/HriU90JxFj6XBSwnYCbCZOREGiKPV4KxuQTCCRar6hxKOd9y62MCmb3TzDSJmTADE0WAJAiIQI7Yc53HCoaL48MPHsGOTjc+tKNTKTctt15bC/kMayjOYi6aQp3HAoeltAYtIBVFjM4lFKfA8WciYl3BWBZ8R7f67PDu+BRq3nMfvv38WQynS1rVsnT+CIPB6RhOjIYzEnotJgq7z/qVnyeC+ctn9UKdX9k3GcWpsQgiSS7Du/r282fhvegO/OMfepVEdxNNoslrU4xYMJZCT7WxYhh9k1F8+ele/PHUpJJf21xtw7pmN0IJDrf/zyF4L7oDWz/3mKHjKDVGQBIGufW+/bj1PslDqHVb4I+k4I+mkGR5jM0lcHAwgEePjSn5wa0+O35+62ZFY/elM/kruYzCYzchnGDxzefOlj5YxVLXxlfQH3UeazG8F38SH3/o2KK/b8G1bE4rjcCeH+LgYACf+d0x3PfUGRz/1pszlk81LovirZ6ZiOCCTz+CV77xFrT67HCbTTh2LoRNbZ6M2JveJFk+o9xWvSSdjabQNxWB12bGZ3etxmdLVDeZqFzRFL1Z0+DElxskHQZ1+xlAaqly33u3Au/NHOfZyShiDIcNLW7F6zZ6jDKyAPGWf34aL//TVRnamF6HNDFcCC9+tX8Yf/fNPwDnjgP1Xeh/8BOodpqxtn7plZs2t1fBYzdhaCZWWFAGwJHhID7zyHHcsqMZbguFdxlUVqzGe9WXEHjuK4Z/j148c2oKm5urFG1eNef8cdjMFLqv/ntYN16KiV+8dxlGOE+xa60msPdHunzfoguFL+z04rlPX4HqW+/FN5/rwz9e3Z33uO5GV4aq1JpGpxIWqLIbVwZZKPQwMhtHq88On7P8yguHlYbFgA2SQqjbzhRDbdCMNqx9k1FYaFLRY5WRW49Mhxl4bHSOGtFt29tx28MfzXgtFGcxFkhmtEBeKsp50Da3V+GZT+WWRhtJuYY1luRw13Nn8Y3r1yqvHR4KYktH4a4aRvCmdfV5X58JM8o9Uk5JdrEuF0bCCyKmw0yOBKEeaLIUxQQr5h78IB57fRTP906X9VlWE4XpdJncYlTNyyGfqLRsuLR2JDV6rCudUJyF3TJvOF/onckoI/XYaIwHMju9Pt87jROjue1xPHYTVtcbq1yUHXbwXv8dfPnp3gJHS3C8YGhr8nLJV0Y6mQ6hOax0hmEFYLhhFcTyS7O1dkYoprJmJBRJ5BjWl/vm75njI9pacavRZClKdQt47Z+uQltVed4WgLxLCSMoJCodiElydADydlYYmI7hrmfP4LnT5U0YK4GxOWP1Bbav8mbUr1/ZU5uhHmYxUeisc2RMQrt66rChxY3pUBLHR0K4d+8Q7ts3hGPnQnh9aA5G0unLNN6BJz+DH/7zjzAwnRl/e7lvRuk0QFNSC3iZR5dhExPIb6AaCnhYBwYDOHpu4YagHKIMa1hTSb1b58QXoWNx+Zr5zLXFaLxq60SgMkA/f30w7zFd9U6E4qyimL9SyO6DxLA8kqyAcFqsJXu3mhdENFZZ8Y9XdysK+suBFs/aH2E0i6ksBK2CGDJ1His2tnrwwYs7cPtFHdjU5sHmZmO9raG5eSO6p18y5IF9dyuGVObyNbX40auDOJn2sNWyhG/b1KysspaC7LGVw7ZOr+Y+a1phDfTm9Taudg0ZHbI3nj3hLhZNxlW9JLh9ezu+80L+HVeXlcZEMJnR6PJMXiMAACAASURBVG+5GQzG8OSJCQxMxxBOsAgnOIiiWLDhIpXWAV0uGJbH873TmsIQNS4L6pcgfpkdI5+LppSuA9EkhzjDIZJgwfECBqZjODMRAS+I8EcYDPvjmA4zCCdY8IKY0RnCCJrc86sWdVuUNQ1OMCyfkUnypWt6sL7FjdfOzmZkt8h9uJaKaufKU90CAJfZuOacS6VFn0jxGep9wHxxS7G+WQtB09lihXkvykST2D80L5I9HkhAEKWUFZIk0FZjR63bgslgEufm4hlLx+Xg+g2NmAol4bTSYFgBtW4LBEFEIp0yZKJJJFI84gyHFCegymGGw0LBbqZgt8yfJq0x2oViMVHwWswZhRYyZyYi2Ds+h20NXrT67IYJGBciu0BAhJROV++xgiKl/GH5nPmcZjCsJJouZY9I51A6jkCMkW50o2xXIQm+mTADXhDzNsq7dLUP/VNRcKqCiOWcaFcKhSb6s5PRjE3VlcywP461S9AcEdDa/ZXMPHxbe5UyC3gdZoxmiQjbzBQaqqw4Mh3Ct58/i9kFLHcWQqF4y1N9kwjFWcUz8EcYOCw0mqttcFlptNfYsa7ZjQ0tbtjNVLpsk8iIvy3lhtaWjqq82Q7djS5cWO/FXCKF1wZnDY+zlsLnNKPJa1O8ffWYPXYTUryIx4+PK5sxNEUqBlo2WkZ5Lh67SQkHAPOT4+oGZ9EOpF31TvgjKUyFpMIIj4EZLecLha5RMcM6NBNbUq+/FGubXHjyxESGkxRnjGldo8lSZC+hP7trNe7dJ1XX2cwUqu1mHB4K5uzOf/iSTlzU5ME3nj2LI8P5W8LoSaG44we2dyibW4PTMSUFqH8qmuGZ0BSJGpcZVhMJfzSFYGzl9U5a3+LGztU12NVdC0EUETOot5FWZsJMjhp+S7UNN2xswtBsTIlpygyF9I1z5WMgPN9Ek6bInPi7zB9PTWa0YO9pcuVszq0UZqOpJVtFLYaOWgdOj0eWvFikGLvW1CnXdHA6ZlgamLYeWgSRYzjfvr5R+X93owtbOqpQ77Hi2LkQfn1ovunYlT21+N7b1uOYP4QfvdKPp05OKEnyC90gKQRNlv6zOtPxlbf/bA/2jufuWBMEAYokEE1ySjeTsM5dCLRyfCSEwaygO02RaPXZEUlyOD0eweGhoGFpRIU+VZ1pUeu2wGqiMDAdw6GhYMa1vaTLpzSCHJmNYyqUxGjYmOo89Sl499Y29I7Pd5ktVLZ9zboGbOv05n1v2OCmmlqZDiVRe8vPcHaZW32Xw/oWN67o1k0He9GoHanOOgfcNpMhz7a2DS1RRIoTMnqBy57gqGppSpEENrV5cEFdFbb889MZN8D7trVj99kA/tQfRDghNTuc1Ln8VRDFjPEU4q0/fR3vubipYEM/h4XG2iYXmtLpL/ka2y0WLbPmxlaPMimoeejIKL6YblPjstGGdapVG2210TTTJJIpXpksnVYaq+oc2NpRBa/DDH+EyQitAFKecSLFYyhgzIZW9ikYCub3kEuVXk+FkjgyHFT6Z60U1jW7EXj4oys21lmoQWUhlrPp4yPHxgo+29khjaGZGPgyc3I1GVdRnH/Asjt/tlTb8Njx8YweU+ua3Tj89WtR67ZkJEQ/ePt2fOfGdSAJ4N93D2kWgCk5zvR4inkbcYbDv79jE27Z0prx+vGRELxXfAF37x5QXlPn9i0mqTgfpQzhdIG25YA0oX3msVO4aXMLfvauzdi+ypuhVpbdIHKxEMS8l5pdBmw1U2j12fPG1WtckkjKOX884/6odVnw9p6lSXO7dn1D3teLVebsHwig3mPN2614OSjUbXclclF77gqgWMNAvfuBiiivDfh0KIm3b2ou+H52Xi/Hi+B5A4wrQUBRPLKaqJw4340bm/BM31TO73nsprwJ0eua3bjnS/p3KzWlT8hUOJmTdiFjt9AZJZDjgQQaPnA/OmsdCLz0TdyxM79u5X8fGdd1rASkqptCecHFSkNbqm34zo3rCr7v1zncIopSith0KJm36AKQNrdksieithp7RsfXsUAiIz1qpbF9Vf4QwXJRrPFfihPAckKGINJy4siTwfLdlwbyHClh1jmuLYginFa6ZH5y9vN1YjQM70V3FDx+dYOzbAU3TX8RRRIw0eT8g0UgJ773jnTHxHIIJ1jU/9V1WoZQFrwoYmQ2DpogkCgx2z93ehqPHx9HnduCyV++L+emUHsLv9o/rLv3wAkizs5E8eSpCd07y9bqLDJDENJ4GU4oa6wbWz0FJ7dj50KYjBirhiaTz5sulqg/GUzi1FgYr/StDEMlU0hrwnvRHfjDqQmYaBJdNSsvTPBC7wx+8FI/vnpdz5J9J0VIQu1aq0A3tLh1a0+vKUGSIgn4nGaYKAJz0RTsZgrhBLtgpaivPNOH09+5YUG/WwyeF0FTJNY1u2EzUxDTseJsMREAJauv1GlFX3/gKHq/dyN+ruNYBRGoc1qwocmNBCvApaOynZYqlXIQRekeoEgCZppEKM6WTFGyFhhDnOUN3+SIMRwcFhpVdhOmQ5kCMdmJ+p94+Bj+7tIO/HTfCKJJFj9712ZDx7ZYkikec7EUmry2DGNQqDxWT+TzWi6Xr6nB5WtqDBxRfowq1S37+7UczAsiTBSh1F4H42zBNKWfvpa/PFbN5/5K/5YRgFTg0FhlVXYFwwmuZJL68ZFQztJcvay9/X8O4cd/u0P3sZopAt2NLngdZsQZbkGlj4D+GReFcFlp2M0UooxU3ZQti1gOL/TOoGYJqpDk6ylPCNk8fXIST52cAAB8eFsr/t9/78eHt7fgjks7DB/bYjgzEYHVTBXUzDAaLivmWKqDdHYnh6VgJWTWajKunCAiyc7fsNnpC+qT/JFLO3FoqHBO69BMzLBSTfkyjs4lEGc4OCyU4sEWYmOrByZVLIUXRKxObw5NhxncurXBcI2BoTkpPWkhGK0zC0Dp3GAxURAEESaa1OTBAFLc0G2mF9QmSCvqTg35pBivXd+AT/2XJPS9paMKr3x+F9Y1uw2v0V8s6q4ay0H2aiVfSx81RnSZKMXy+qwSmv7qFCdg/3AAkQQLmiJxdDqEZwenFYXvOJMZX9s9NocHDs638JmLphBJsBBFEbUG645K4+FgV7XykCeGUvRNRtE3GVWWtCwn4DpVPq/eHBkOYv9AAF6rSVnWlVvVcmosXDSjQE94Qdr4C8RSEEQRvCAinGDzSjrKSMpj0nmPJFgcGJ0rWJK6HLzypWvwsd8c1fQ75abiVPjLRpNxdVlpNLqsIAgCdW4LruiowUUNXqW2PXsz6I6dq7C+et4LqHaa4bKZQBBE3t1EvWAFEdOhpLIBIAgihmZiiCS5ohsxSZbHH09NosZlVuqPvdd+M6fiSE94UYTdQmNrRxU2t1cpHmipeNFMmMGZiQjcNtOSiU3T6VgrL0gxbbuZgomSNBmyz5G8SvA6zJiNprCnfw7BOIv1dZ68FXTLledY67agw2fLKDIoBcv95RrXZIrHM6emlOudTIvfyII9xVA7DC/0zuD6e17FvXuHjBzuskKUipdkHEwQMwB06yaZRbteLYANHidw/oxVt3EClbGqOF+uP3D+jPXP7vprMq4VKlSoUKE8Vp4iRYUKFSr8GVAxrhUqVKhgABXjWqFChQoGoGnLvqamRmxv7zBkIMPDQ/D7/bqkpxk5TgA4ePCAX6/ge7WvRuzs6NDjo3LQ85wC5Z/XeIrXXB22XGNdCHqO1eKqEq3eRqwuo9W3VhhOwImjh3S7V83OKnF9dxcovVVW8Od5/TUZ1/b2Duzes3/hoyrCzh3bdfsseZyTwSQaqqyYjaYyBEWKcWI0jFdHZ8ELIj76hvwVZDYTodsuZGfH+XFOAem8/uv9T+GyEqWMR8+FcEGbB0eGg3kVpYZmYpgMJ3FJl8/QsarP6ycePobreqTvc5lMGI7E0GC3YrXPiWiSA0USOBOI4FuPnMb0RBCho3vg2ngRPv/+7Xj/traMVjp6jnV15ypEr/wKdn/vRt0+U42e96qvsQWv7z2g/DwdSoKiSJCEVChAkwSEtHKehSZhokkkWR7TIQb9s1EMh+PYXFuFDS1uiKKYlsg0wUyThl9/PSl3rIYkm/aOR4q20FgqPvf4Sfz3+y4sy7DGkhyu+f7LmBwPYs9d1yuJ7tEkhydPT2DXqjrNvdj/HCnHaZErnApJ9XXUOjIUyZaCK7uqQBIETCQBVhDQ6LCCAIFAjMXhmSB+9nQ/+h57BLDY8Vfvfyf+899uRI3LAn+EwZef6cNjL5zF2u5aPPqRS3Qdl9VE4oBBhlVvsq+9mSaVKrhgLAVGBCwmEvEUjyTLg4DkPccYDq0eO1o9dljNFBLplQ3DCRgdC4MTRCTKLPA5nzDEuK4EwwoAk3Nx3LN7AP905/fw6iN3YTySgMtsUpolhhMstv/jHzAzOoWjP3kvdn9hV85nOK00btnSiuvveRVPfvwNS/0nFGRwOgaWF5a8FHLn6sJe68nRsNJpYKVx8//f3nkHtlGef/x7Q9tatryX7NhOnDg7gYQQCIQEyg4FWjZtWaUpUEZJBy2UUWYXgULhx2qAQhmlEFogoYEkhODsYSeOVxzvJS9t6fT74yxF4ySd5DtJDvr8A9Y4vZHunnvf532e7zdIt9did+HYgBUmqwMHuiy45ZwKnHbToyHi0wa1DE9eUI17TivDa7va8aafu8a3jdyMwGYVimSVp0iSCGg19gbO/lEH9nYNYUfHCK6ZUxTirlqgVyBbLcOxJHvAiUVibUMTzKe3nQoAuHVcNagagRe+RiFBwx8vDPv+TpMVDb1jGHI4UPvVESDJwdXNeNA7Ysf0m17HZd9dkHLKTbEGVoeLQVu/JSlq+koZ7ZsE+KcnwpGrleOnp5bh2a+iCxIlgh3NJswq0Sa0b9/bNGh3uiGTUAHavP4QBAECQKZKgvNm5OO8GeFbxyU0Cb1KkjBr7USSrhaIQIFegWVTs3HxzEK8tGaFqJ9101t7wz7XNWTDnzc34aENDcjVyGB6+0dRAysfFfZ4mPPrTwQ7lpQmU9amhAu5hIJalhoW2wvK9YK7YvDB6nBjMIphp8vNynvybU9SyWjBnQhSgXRw5ck0g7jL3UjBMl8nx+1Lp+C3K6fy1qgM9qwSij0PnR3yWNeQLcTCg8sX7dUdrWjsHoPF7hLNRFFsTspPHXeCeWHMFMXk8yO9Ea1x/OH7G0tpEuQJGF0FCa6r3zsQ9TX6y4SUmOaP/qwHQx6Lxelx2OJEa58Zh/u57ZhTFbFmrlzk6+QhMnReda/HPj/ie+y6BUZU5GVAKRPPRNFLsA1NsJ22xe7CsMXJW4/WK+ySCGnHVCa4XZ5LInPQzF4z3l84nJW5PydgbBUmuK69pCbqa0z/vFGIj4qZhvd+HvJYNBdX/wtOq5TAmK3C+TUFgo9NTNQiqo6t+POWiM/7Kx29vqFJtHFEIjgXWV2owTfNg3C5Gd8mjIvxBJRYAayFdkPXKD6r78GVr+702QDJJOzxSlLMBTbRVGcHruC4bFTkEnYm6p25chmQemUoT2RO6A0tgM0R+TNidUYNruG8iiYTEhE3Oj67/dSIz19UfXwDY98jrEfazhYT5pfpcbB9BNML1WgftCb8e85SSfFV0wAqstnaVr1KiiGrEwc6h7G0kq2z91poV+WrsaI6N2FjC1cTnGoEz9zdjAeDY3bQFOmzzqEIAnIpBZuTgc3h5rT6oYMMCU9E/agTPrj6zzTMNheOdI9h/niuyulisL6+CzNztJBJKBRlhrfNsDrcPtuYyYAYy26TlZ+VDJfqv/c7l1BsbWkybmBTcjNAkayTgtciRSWjsK9nCM9va0GbyQ4pTeDMskzIKAqGDBlytbIAtwWxcsX3fngQ/129RJRjC0mw9xhNkTjUM4pF5ccrLlRyGh6wmsPtg1ZfVYPZ5oJsfFYbvHeQDq6THJWc9l3kADu783qW7z06hFyNLOyMb8TqTHhwdbmZkDs8X8JZX0+EaDbFfJCOd+2ITbgYGNy8oJTRWOXnWOxyM7A43Bgcc8DNeDBscYJhPL6yI7E2Cl+6ap4ox00E2SpZSBpGQrGC+nIp5XvOK5BvdbghpUlQJAGzzSWqcH48eDs7J0q6WmCc2aW6iEtpoZ1UvTjd4W/Z8QZWAJCJkBaItpnz3Re/iXoMY7bKN2sUM8haHPyCYENXoAMBTZHQKNg8+5TcDKhkNDpNNt/GTTir8IkSq9lgY/cY/vBFoyhjiZXgnKrTxaBn2I4Ok5WzssDrZ2d1uGF1uqMaHCYab2DdE8EDkA/f6uDaM2xDH8/ZWLTavniRcFieRIJvQIpmGhcP2RkyfOeZr8I+/+4NJ4U8Zra50NbPvSMv57A6Fwo+pT3zf/spPjjUgy1H+sO+pq5zBN90DvpmwsHL4mRRkZeBO0+vwM4WU8I/u7nXHPH5EasT29sHQvY7/KEpEorxWa3F7oYniX6t4Wyc5hgnlgMXNbjqT/+VmIefMLlaeVi9gAPHhvFZfY/vbzGW2bHy5u62qAFpaNxiW4ycKwFgiKN+NRIqOZ2UHXaaInCkeyzia167cRHuOaMiRIjmnb3tvhnq4oosXLOg1DcDm8hqgi+tfWZe1vQAAtJcicLudEc0pWzsNWOGQctrg06jkMBsd4XYdScSsQwzRT1TTF88LObhBcd/mVVTrA3YLa5McifRA58exhVzSzif23t0yOcA6+3xFis/fNUyY8QLK1UgQKBQL4841hlB7bpr1tdD/93n8GXzEOcOd6IwZquw5qH3Qh5PlfKlDDmNlgEz7GFWUVNyVAGt0N5a8b1HuZfZPcN2OFLk3yYkCU8L6BeuTvRH8ubO0yuSPYSw/Hbl1IC/97UNQ3/eU5h654eYXapLmANskUaGAr0CLVGWhsmGINjNqjGbi3cq5dHzqmF69xb8ZVX0um2xMa2/C2c/vTXgsav/vitJowlEKaWgk0vRNWTDAMeSOngmaDI7YMxWhZ3J/uLjOihETBHFilmgBpyEB1fTuIjKZKKpJ/LyUkj4JPfv/rAeu3pMMK2/C4cTLFc3LYudkcgkJG5+ex/v93k3B/SX/g2A+LMwZvx7VCskoEkCHRNUXnpnb7sQw4qJT366JGAy8o/rQ3VEv2keTOSQALBVNlNyVciQ0+gaskXMWQOhFRrBbH3lLVE2YONFqOqF1PkXpTDBXTxCEhxKCYLgnA348+QF1bh+oVG0MUXis+ZeAGx7rUxCht2s8qd90OrbHLj5B0sBiJ+79G5o5WlloCkSORoZGqPkYMPx7NZmWBNQPsZFpMnI23uO+eQzE4laTkMuoaBTSpAhp2GyO2JKFfnvXzy9pQlzLlslxjCTTtKCa3uKazh6l5IDYw7kirjkZjhmqsF9+qnEh7u6ALBF33IJhRKDMqo6010fHNeeuKImvPyckNDjG3reqgkJTaJAH9/v+F5tB65ZUCrY2ITi8iCN2kTh/U49HqAoU4EyrQoDow6YzPyaTPyrCH7zsz/if3edLso4k03SgmukbqhUwLsrz9ceJl64/IgSsSMdLx+Na9pW5mUgT83eBGqKtXhoQ0PY9+hUbA5uym3vB1Rn+C95D3WPhrxPCPzzrUpZ7CuQP29uwoY7lgo5pEmPt0tNQpOgKRLZGhloiuAlFmR3un0pgG2NA7j30dtFHWsySd2rOEn8fcdRPLrxCO9SmG8bUppEfccISJLA3zc04X+H2TTBU3/bHPY9z18+CwCgz8zwFct3D9l8S96Nh3owLU9YRwXv0jOeWlqXm8HRfgve3N0Ghyu1CtyTjZvxoH/UjsExdpZqc7hhsbtBUyTsTiZqDazL7fFVYvz4lR1Ys7xS9DEnixMyuLom0P99SU0h1iyvxM2LywQcUWSODVgwanX6aiuHLU5fDqu1L/LJ6i/npl+4GnXtx/8eikFaMRa8HTmPXzkHZ0zNAQC8/ttzo75vx/3HBcf3dR0vy1k+TXiBlOAmCr5dQN6NtqJMBZaV5eCeM0IrSPa2Jn4TKVWw2F3IkNO+jkWnmwHj8SAzQwopTUKr4F4dMOPXpHezqL5jBC/9KLTpJNWYSHUTEUvrGUEQfQAEc5MMolQoC2CRxwlMnrEKNk4gPVY/JsvvD0yesZ5wv39MwTVNmjRp0vDjhEwLpEmTJk2ySQfXNGnSpBGBdHBNkyZNGhGIqfDPYDB4SkuNogzk6NFW9Pf3CyLlJOY4AWDXrp39QiXfg8faMmBBWRSVfsbD7mqbnS6MORiMmh1wOlxgrGOATInsrAwUaeWCfqcAkJll8JQZjVFfFw9Cj1Wsc8DmZNDT2Sb4uXq4ZwzGLKWvBtQDVoXM+19/XIwHHg9Ajk+NSIIIeI3NycDudsPscKO78aBo56qQTJbfHwDqG5tgGTZFHWtMwbW01Iit23f4/j5wbBhuxoOOMSsGrA6opBRIgkCRSgkpTWLLsQGs39eD82blwu3xoLHPBoWUxAVTs1GiVwZYfSw5ObRvOl6Cxyk0Cgkh2C6kd6z9o3aYzE488vkRfGe6ARXaDJRmq+B2M9AqJWjoGkPbqAUHesZgdjC4YmY+p/HbLz4+hOceeQnPrPslzl8prG1ImVG871XI3x8Q9xwQ+lzdvK0Wf/u6BbecUi7YcQFWE6OmSC34uSoGk+n3L6iczut1E2qaX3rNEzjr2ouw9rszoZBS6Bm2o65vGOsbezFgdqLLZMVj509HTbE24H1PbmrEz97YgxtXTsG180sgS7AiTsegFYUp1iFmUMtgUMvw8pVzfY/5203MLNFiJrQ4b0bk4/z+3GnYVnceirIUGOwTR0j5aL/FZ+QXCwOjdpAkMSntqYfMDp+co9CQJIHl5TmCH3dKbmJkMt/c3YZNR4ZwSrkGbga4Yk5xVMnLPa1DuGXdTmxec4aoZpr+HBuwCOLdVpbJ7xgTCq6mTQ+hsXsMm1v7oaApnD0tFwa1FBeN+1KF4+5lFbh7WQWKbvwHDnRZ8OdVUSKGwEwWj/R4fXzuOqcSBrUMFSXCX7BWhxs2hxsmswPly+4EVbkA/W9cD4BVdKdJ1nxOo5Bgf9swbnxtBw5v/ALr1v4Y581IjK4AH8x2V4DxYDTECqxegvWCP6nrhkYqweKKrDDvYGkftMLNeOK62QnFFXNLcOtNj+Pt0ll47lfn8NISnmPU4etfL0/A6I5TnKXE+oNdUc9Di90FhZTCi9tbsbgwM2RyyJcJ3zIq8jJwVkUOrr7+YXQN2WKalbS/8H1cVpM4+2IvsfoVTTYuqCkAwKoXCY1CSkEupfDyjjbMvOxSXPf9k3xC3fXdI9AoJLDY3bj6tZ34unMQKxcUgS6YgkWlbJDwl+7j04s+EZwR3CNUMtrXwplK2BxutPaZcfb0PMwp0eHrpgEMW7g77Zp7zZDRJEoNSrjcDL5pHsRAkv5Nptq1UOk1mGHgH4gu/b/onmtCc2ZlTlS5S6WMBkEQuHFRGQZ5Oh5zIcjVp1NJYapdi02H+3hNu3e3DuHMO14HqVCCYRiY3vqREMNIkyBKDUrceXpFiLj40kp23yRPJ8e6a+f7Hv/dOceFvi+dfdxp1SvlaBHJUTXacjNV/LD8cbgZPL3tKM6uzISSppGTIQuRvDzUOYorn9uGVUuNuG5uESx2F5QyOinyg/60v/D9mF7/ThLaX2N16Dit6vhe4MZDPTG1ags6tVk2ld+m5FyjDqZ//QQAG2gTjX7hat6i3VU/+zdcThea114i8qgiMxGbbaGwiOR82j08cctuvjT1jCUsFxkrr9S24pr5pXjqQnbD5Mf/3Id5xWpU5R8XtRm2OFGRq8Ku360EAOxqMeFw3yicDAODQpb0ANvca0Z5TmRx7GSyrXEATcNjuHp+7BKSo87YJgGCXa18lOW9TpX+3jtb2geEGgJvYnFDaPjjhQkNrNe/vtv3/dR3jOBovwV17SP4y5ZmrFlfn7BxcNHHU68zVkTwUgzLlNwMn5JXMMm2ILp+oTHAWPK+sypxfZCOrFYpCbjJlhiUqDRk4NwZ+SGBVWi3h91Ngd+bm0MgqShTgS8b+vD3HWLKJcTP4oosTM8MrbIJx5DZgUc2NsBid8Huim1yIVhw5TOr8jpVHmgfQX3HCHqGbegYTr28VzJ55aq52NDAnsTVhRrYnW40mEahkVPoHbFj46EefO/l2qSMjY9ddTwk2lnXq+QVTO+2vyR0HECggluwgHyBXhE1tWFQy8LaqAjtqCpTBG6wjnCorklpEqNOFy6eUSDoZwvJvBgcc3UqKX65vApKGY2a7NistiecFhi1OjFqc0FKk+gYtEKrlKAoU4FhixNdQzZU5mWElFr52wGfkQRr4FTHfzezKl8NhZRCpkqKG05mZRC9eZ/WPnNEfyKhQ5ZWzv6OQqcoxLI2jpVElQT543+/ytMK+z0IfS90BVndcG1e9wzbcLjfjLkFOqgV4R01jg1YkK2WJcRld1eLKaaAGo72EQtmgP+sd8Jnk1ohYe+wFAmKJGDMVoGmSGSpZagp1mLHURPyrl+Hi57/Gv+t6wq5O8eax/g2Upyl5DRNM2ar8N+6Lnx0oJNT91XoUKGUsmNo7jX7rF38/b76RuxxLUWpROYFUgz/3iqhc+pC14+7XZGvVZebQXOfGTU5GSEVOX0jdl91iN3pBkUSsCdoxXLF01sEOU6ZPrZcsmC/plYpQU2xNqS8ZkmFAV8/sQpWuwsvfHUMrQNmjPotJxR06ljqpiomsyOsA+050/Nxfk0BGA9rt91psgZ8v0Li9aWqylfj5d0dAIAstQz9o3Z0mqzoHbGHBIhjAxa8s7cd/RFMF7l8xL4t+M8uueQ/R61O0Z1yeeOJPA6aIrG4Igsrq/NCnsvWyNDSa8Z7+9qx46gJDheTsN99xanxCd/bJriBK/g6aH/7MPpGAi8kY7YKn952Kn6wqAj3r6/HG3vasfcoWyVwIIG21V6SUaEwEfQqadQd7vIcFWaVFuuXdgAAIABJREFUaMF4gK4hm+hjunlhMTK//xIAdllfoFdgRlHokqk4Swm9TIJPj3SjoYvbJ8spcG4wmPP+uk3U408E/02hjw52hTzfNWTjnNGazA7fxZ8oTWZaKsMLX8dvfzSzRItLZhWhMjsDHcPWkDghFmsvqQn4O5qhppe2AUvAOTsQ44ZuTME1WikOw3iwuCIrwITOn/NrCrDhjqVY84v/w42v7sDhzlF8cagvliEIwlxjbInpVCTcTLAoUxFQuiMWVflqnL58Bipu/1fU1y6flosr55WGHdeWVnHPgfU/Xizq8SeCf1xcUJQZsELZe3QIzSbuyceuYyZ82cR+b8GWNmKhVkvxh3frJnycHK0cSyoMuNPPFVhsvJVKbsaDNevrsL2J26pna2M/Pj/Ui64hG0wWJ+r6R/BZfQ8AQEYdF9XhQ0zBNZo3FRmUO7M53Ljy1Z043Bk4YzFtegjf/OYsNAyO4uC+jliGIMg4TwRSYRPo/RtPxiUrpuLuDwNLxF6pbcXHHLMwLxc+/zUWP/y5L5CYRaqfjYY5jg4xrvKjieDxu1TzdXIopJSvFG92qQ5Lp4TWjncP2bB8Wi7n8ltMlFJKsFlyp8mK7ZvDOwZPlOBRasc31yiSwKH6HnSYLZzvW1JhwJnT2C6uY2MWXDyzECuqc+FyM75NsSGeXVuxBVcPE1P+Ry6l8MZ18zG1gHvGMitPh02/i25sFyu0wBskfP3YT3TcHBfW4+dXQ6egoD/nMd9jC/MzcS5H//ZNb+3F3Ps+gTEnAy//YKEv1XHNgtgLuoWAa5MwGoJvvnkCS9EK9Ar0jTqwZzx15a9/4HAxeGPXUc4W106TFesPdona/kqTBH5ycTU2H5n4SqNAr8Ch568QYFTcBN8EK/y0GyRSCX7yxy9wbIANsFw3jOIsZUA3of9GvCgzV5pgfcrjueNzUWpQoiyFuzm8TEYVJzGgwiw/f31WFYrmzsLUuz4EgIDca33HCJ7c1IhlT36Bv31vNnY/eDb+sqoG08LccJNBb4Jyf+FgggJBUaYCBXo53t93XIfB6WIgpUksyM8MyW2bzA789N39qOs1I0Mm3gaxgqbxnYpcGDNV+PV/DvkciuMlK0ntx6ctLIbtwDZ0jWtiEASBnuHI+xT5fiJKOgW/cccUXL13bYJgZecmyqf13RM+RhqW575qxrZGcbvdPGALx7mK/vf//jtYsaQMb+wK7MypLtTg7mUV2HT36aKObSLkhNkjSAgEAmo9vSvDHK0cWqnUt/nircENzls/u7UZl7/4DQwaOe45o0JU+U6SAOwuBsVZSpxu1OO57W0+0Z5UI1L24vnLZ+HhP92JRzYc8T3mdHtgdbjDVuX4f698g2ZswdVv5iKhJrY82nS4L+E5oxOVm97ai3y1LKo83URhPB70jzowbHHCNi496M/aS2rw9H+aeB9vojMfsXmltlX0z/DvemsftAbcuM6cloMxR/hVYqfJijOMBjy1aiaev3yWqOME2I6vQSs7y5+Rp0GlQY41Hx8S/XPjIdoe361LyrFqXq5vP6goUwGFlBJUdyKuUiyaIics28dX5CVNKMEqUnctLY+qoSsEFEGgQCeHXiWBXErB7mJCxrLtV2fyPl6qSz9ev9Ao+md4PKy2LMDmNIeC5AUXTckKW1qnUUiglNGoyOVOrQndJu3yMOixsMFVr5KixqDFrEI16jtGBP0cIeDTqn3dAiN2dnNXDQhBTBl9J8PeVaUTbBPc2WIKaIFNE4jH44lYXqMMEnlOZBG+/xJWJaPCnsT724YxsyQ+keFvE27G49uAzdXKYHcyIe3F+To5Z8txhpwOkSP059Pn1gk6VpWUxuxctoxRIaUw16hL2bJGb3rF6nDDzXjCfk9XzitF77ANOdpQYfpYBdWDiemdHo8H7YNW5GpkcDEeEEDU3mC70x2Qrxgcc6QDaxRirVvk8tISA7fHA6eLwd62YcglJBRSytf2nKeTB+yklxiUGLO5Ak5qhmHzWvHs0p+w+P3UYzYXRsc3i3VKScBN9HDXGHrNtrCiM8E09YwBjLAlbk43A5XfhlnXkA02hxuFmQpIaRJuxpMyrczeCSAf/VauwMowHtgc7gkF15imoCoZjaJMVqnHq0gfDZmEQt+I3VdhkIoCxamEy81gYNSOll4zhi3OCZWBCV0/6nR70DZgQZ5OjjydHBlyGhRJQKeShFxUWqUkxLX02KA1HViDoEjCN/mgKRI0SYQEVoCtwKjK5l9hcdkzX+Hp5+4RdKxSmgzY/MvXyVGWo/IFslQJrEBsXX/moNRWXfsIHt54BP9pYDfc490oJmIpCiYIog+AWEKNpUJZAIs8TmDyjFWwcQLpsfoxWX5/YPKM9YT7/WMKrmnSpEmThh/J9Q1JkyZNmhOUdHBNkyZNGhGIaXfBYDB4SkuNvr8dbgbSMAK/TsYDiV+C2+3xgCQIOF0MSJII6f8/erQV/f39gmTEg8cZCcYTu4fTrl07+4XKD8Uy1lgR8jsFQsfqAUI2reJF7LEKSbLO1XgQ61xtGrBAp6CRpRRmg1rM39/t8YRt3Y6HppYWDA0ORD1gTMG1uMSIrdt3+P7uNFmRo5FFVVBnGA9IkoDN4UZLnxlNpjHU91nweV0vCrKUeOL86bhg+SmxDCUipaXsODsGrSjMFL5QXSEhBEuUe8cqBktOXiDo8YLH6hjvdxcCsccqJEKOtbTUCMllT+HTO5ZG/C6Dy5x6hm3Qq6RRv3+xztXBMYeglT9z5s4V7FiAuL//SQvmR38RYgyuwTM8vh02XilCuZRCdaEG1YUanA9gfr4G97y5B/eCgEMEtXUxAmsiePCzBmSraMzM0SBPLYfV4cbbB7vx+Z5OHPxyJ7IqK3Deskr8edWMpI5zooE1GXbhJrMDWoUkRB6TYTwYGHOAINiuqQw5HbPHfbzs3VaPC+U0/rt6SdjXBJc55Y7XZq7beRTZChnOnp7YVnKhSyon08Y639Z/QYsObU62G4Jv4e2Z03Kw84GVeHvPMbyVgi10yeK+FVUA2CD7+b4u9PSY0dXSgd//bDluWXNGxPc+vaUJPz11SiKGOWG8gTW4hVYM1u08iqvnl0KvksLudMNmY21GGA/b6KKUUgEi7619ZnzU0INDPRasWTYFRZkKbDnSj1MrDYKPbf7SGREDq5dhixNaZaDp39XzkyPXKDQjETQUJisxTRuiGYrJJRTa4lDLunxOMZTK8E6R31buW1GFz+5YirrHz4XpnzfillPKo75nWlZGgGngZOC1nW2if8YpxQZ0jGtyyiQUtEoJJBSJrAwp8scbIvy1io3ZKqxeUo5LpufgR6/vwscHu6BXSEWxAf/oJ8dTYjaHGwsf2MD5Ov/AGk5JH0j9WeCxAQs2H+kL+L4L1KFdUpOdmIKr9zf7siG8WK7L7cEfvmgMcR+IhhhLsETMiMQm1mXziupcbG8TT4xCDM6fls9bgDheynNUGLE6oV+42icr523NJQiC7Y7i+K7PnJaDT366BOfOyIdGQQuWY/ZH7tceLpdSqP3tWT6x7HCcPCUz4O9hixOtfWaY7a6E2b4AwI5mEx749HBM7ynOUmJpZXbCU0KJJmY91/qOEQzY2JlRx2CoZBxNEfjbh4ewZn0drn5tJ+9jq0QIrsEthAD3mIN5e88xwceSSCwucWxTes3RZ8SN3bEbThrUiWmJri7UwFS7Flc8/zU2Hurh9Z739rX7NFWLs5RiDi+AOUYdHtrQENE11x+tUgJjtsqXkkuUY+yCcj1+tbwS33u5lte15XIzKPjhG1j25BcRrYDExGx3RRVIP+3xTdAvXI1/7jkWVuM1GjEFVwlFoLpQg1WzWPuDUZsLq98LNBmrLtTg2RtOwv0rp2Ldteyumn7h6qjamBJSuLtYpM2xcJtc/607/kOXqlPfHSESAxZxrLV7eFw8BXo5nt3ajD99yV/XVS6hBCvp4sM3vzkLS8r55U4vmVWEmmJtgM1Hovj1WVW44qXaEEHqf+0P9Z0z21zY3jToU9QfFcgthA9XvLoTNywq4bWBTFMk9v7pu7h6aQlWTM0VbUxme/gJhkpGRxVI//Lny2CqXYvL5hTHrfE6oYg2rUDts611Bon8+lcSmGrXRtXGFFI2zzJu8NbaZ47r/XNLU0tG7dUdrRFzbP4c6R7DSxuaRRkHw3HTOvMPXwb8rZTRmJurxYsfHzefS8UcIB/RIX+KRK480a/6K+fjn91+aoie68Uc2r0qOY2Tp2T6qgisCTR9vH/lVFz3xMaon/nfui4MW5w42DWCZaXZPncFMegPMhEU01ssHIL964K/qGyNDJ/UhbdxGQz6x3KZ38ULPZ5zMmbzn4GeM/24oZ4YebV4cLkZ3PlBHdZtbccPnv8aH3DMWADgg/0dGLO5cMe/DuK5b9pQXZ7J+bqJwjhDZ8SPXBRaDra4Igs3nFvl+zuROUChONpvgcvNoDuMULXgtB8M+9SMIk3MwdLmTExaAGDHd+Avl0bdNzlnej60SgmWTc0OMAwUg+yg5oZk+HUJEkX880LeXI/LzeDs6Xmw2F0YGGOtQXqGbb7nxZQe9Ip6T3ZoisQF0wwwmx3o2rIRD79fH7JEZBgPZubqMGJ14ro5hbjtFCPOnSF8uRAAznasRVO4rWXuOG1KxLzfsMWZFGNAr+OnP2M2V4jsXKlBCZoikadLzC72Vb+4xZfbDYamSFjGgyvfapymgfjyhPGSalKiqXA7jym4Mh5giENf1KA+nr/wzlK8O4FKGY2sDCm0SgncDOvBZHMevwt7k+BCrhwFtpZPKmdMzcGX9y7DJbddgzduWhQi7PvDN/fgpjd24bntbTgyNIoRixNdoyItgUgq4LeLRqTdYJmETIoxoNPtCdkkcroZ2JwMdraYwgY4sVl7SQ3u/agu7PPemVeJQYlOkzXEvyyYUY5VRiogRikbJymwWoopuBIEMGKNnCinSAINXaM4NmDBcNDGSoFegTyd3Fd6YnO60Tc+exEyHobTOwC4Zy5eEpmnigWaIvHAyqmcS6lXrpqLRy+sQXPvGL5sHsae3iFsrJu4rzwXWq0S+Zc9N+HjuMdV3pNRKleeo4I6SLBbr5IiK0MKo0GJbR2D2NViCthDSBTLpmVjf1v04F6gV+Bgx0jEqpapmYlxp/AyauUXzBOVckuFKq/YgivYO+f/DveGfU3PsA1V+WrkaeVR81UM40HrqNl3bKGQ0+FzP+sPh88DJ6rdMR4ibagsKNdj3bXz8dNFpegccWDrpnpRxlCsUwAd/I7t8Xiwbid3WzvrXiBNWp2jV/k/ePaXpZbhxkVlWN/Yh5/9uy6uhpiJcM8ZFZjCYTa49+gQGroC68bnl+lRoFJg1QvbOWtiE+0KEGl3PhlEmmAlirhG0DFmxUcHOjmf8+5WSmgSUwvUGBxz4Mf/3Md5R1bKaAzyvOPFQqTe32ND3EvmVNzRjpWpBWpcMasQTCP/+uJYkFAEHv3LXXjif41RX0sQBObnRfZKE3MWw+fXlEspuDlySPetqMKaZVNw+/v7sbWx//gxE3COcNVmzy7VoSo/1OLl1EoD3r/xZMwZNwn03xEPziGLDZ/cdF37CO78oA67ozRICEWian3DEdfZvawsB4+tb8CL21s4n/dfImRmSHHTwhIoZdyzQu/JrUzQrPH2JcaQxwZG7ZNyR5uLEoMSW95/RLTj37y4DB3D/DaiEmWcyAXf0j7vDO9Q5yiae4+X7hVlKvD+jSdjSQW7OThkdoS1uBaDg+0jnPWsAHy1rMH474iLsanrmuBmhk4lwQMrKzkdY8W4bSX7mo4ruBZlKvDmjSejZcAeslwBALUiUCdgrlEXthD3khq2Zi9R0/jgDSG7040sNffGSriTONWZUSRuUPvNWZURW6BTAYogYpppTitQozwnfOle15AN7abENRLMKNJgXr4ez28LncDkcriVevHOXsNVcUwEZoLBtUCvAEUS2HKkH5uPBJ4/FhH2O5xuRpDZa7w1snFHtKJMBR4+dxpufWsPTnt8U1zHaOweS0r9mT8yCRW2xTBhNY6TjMwMKU6ryk7Y8i5eiHFxdiGoLtTgJJHqh8NRYlBia5MppvdkZUhFWw67PeCcTMVCS58F5QYVllYG6nc7RRizXEKBpkiMhEk9hqtcWLu1GZ1+N9J4Y9SEp4v/umUxPB7gxn/sDXnucOdoWFvawTEH7o9R8CFeop1s/j3Rt73PtvM295oxO8U6taLBd8dWKOYadTjYntpSkVw51cnEa1fPw4XPfx3xNcHlY2JtFBKYeJ58RpGGM71iEqllGwA0Cm7FveB/i9fGfvWSct5a1ZGITRWL47EMOY3N9y5D34gN7+1rD3huaoEaiytClydv7DqKy1/cjqe/OzOmwcaKdzc42snmH0Tr29jZWKQlYqpSP8FZRTyEu1hSBbuLgcfjmVB9ZbI3Rv598yI8+FkD53PbGgd4CeoIAU0RPiUxE0e9Ox+sDjeMhlABnHyN8M0asZb66VXCrqJjLsUKx5MXzsA7u3ui5rlcbgZtJgeeWjVT8H9MMLH2jwNsL3ckzn32q3iHIypLH9uU8GWrl3ydPKSmOVWQ0SQIgoCUJmGPoQHCy+CYIyWk8e5bUcVZcmVxuXDmtJyEjIEkCBBg9yIYD2JqKPGikFIhexw9wzZIaOE3n2SS5JZWCnbWVORl4PVr50VVD7I5GdS2mDC7VIdDMWq+Jgt/ybGPbxXO60soHvv8CG47O7nuA1qlBN80p46OrHeu6X+D5Xux9Y3YWduXUXvcMzQx+Pxof8hjC0sTd0MlCbYWWKeUgCKE24SedtbdomghJLrWNxhBvh3vjIAgiKial27Gg3dvOAkAu0ObDPh0wXjZe3TIV+mgX7harCFNiHvPrMRlc4qTPYykzZy5cLmZkFVUtGWi9zzO1shAkgSy1LK45ebE4M7TK7D0sU2oH7dEqmsfwf6OxLXrWp1u7GwxYcjiRNuAFW0Ruh2PBOn6Bgs1+WOqXSuKnnOyiVlbgIvgGUFj91hI+cLB9hHYnW5olRLYHG5c9lJtbCMVkKkxBPV361lR5ff3tcNUu1asIU0aTGZHQD2o1eEO2FDxL7pPJiRBoH3QCvO4rqnd6UbPMDsTDdeXbzI7J7wbLjab713mC/jTizS+OtxEoJBQmF+mR65WjumF6oiqc5VBrdqpJuwSC8ElaCM2fikwIpZaQIIg+gAIZtUbRKlQ/uoijxOYPGMVbJxAeqx+TJbfH5g8Yz3hfv+YgmuaNGnSpOFH8rdB06RJk+YEJB1c06RJk0YEQiV4ImAwGDylpUaYHW7Bd/eOHm1Ff3+/ILUT3nGKxa5dO/uFyg8ZDAZPRnYBspTCJ/yF/E4BQKbWeWqqKoQ6HFyMBwTB6gAIPVYxzwGxz1UPhJPgFPJcVesyPVVTykMe9+B4J5xXK4Uc/59w/w7GA1gcLjAeD5yMB/1d7RgbGjyhfv+YgqtdYcDW7TviH1UElpy8QLBjlZYaRRsnACgkhGCJ8tJSI3710oc4d0Z+9BfHiJDfKQBQ6tyw36ub8cBsd8HjYbv2zHZX2LbDYPpG7PjOGYuFHKrg58CDnzXgwqoczC7VJeRcHbY4MWRxgiYJWBxuaBQ0hi1OWOxuFOjlUMlpn412JIQ8V6umlE+K6x8QNwbwHWtMwbUsa/K1hE4GggOrzeEO6S4z21yQScio3UJmmwsqeUw/K2+yteFtWSiSCAimfAMrwNaVylLEFDIc961gDRe5uqTEQKuUQKsM/A7DqWEd7hzFu/Vd+OXyKs7nE8nB9hEopRQyx62dUpX9bcPI18sDLKr8qe8YQaNpDBfUFPgeO9w5GlMZZ0xndCQRav/axzQTo3vYhjd3t+GwXwebSk7zasMUK7ACEEd0M8G43Axe3dEat5j0HA4tUqE560+bA/QMnC4G/aP2gNrxA8eGfUvxqQVqX2D1dpQlq7NsRpEGWWopNAoRz0MBKMhURFS9qy7UBARWgNUbiUVHQ7DpQnmOKmJ/+cIHNkC/cHVc/cjfNozZKlwxt4T3XfLLhj5c9PzXeHN3G5p6xkQTUhlzJN7zSmhoisR1C4wprZa14Y6lyF50G65dtwsA6+phUMsCpO9qirW4bt2ukBZyr17HmC15v5VGIYkoVM0wHnQMWrGjOTY5xXjYfKQPHx3o9AmPe29aWRlSMB52JXKwfQR3/bsOL25viWj8KKFJ5OvkcPMsXxV0LRa8DGjtM+OdvaxSVu1vz4Kpdq3PnDAR6Beuxgccau7moBPvwLHhhNti+NM7PlMNh/eEaOu3BOgceDmtKhsf3LwIV8wtwZTcDOSLZAetkFAxK0S53ExKqmbFkrZIBqbatXjt6nnYezR8GmLdtfMxrUCNEasTU+/6EPol9+DH/9wHACEmjGLClSrpjCAsTpIECjMVWFAe2QZICEYdLpxfU4CLZ7Ki/P+p7/bpEM8q0aIoS4EZRRo8deF03HBymS8d98hGVoWMSyibr8KaqIkuY7YKl84uEvMjImKqXYuLxr9U4HiQCl461xRroZLRsDvdeGRjA472W3Dqo/9L2DhztHJcOjP0e/IKPXvTASUGJabkZuCBcR1c/Wm/8OmpHjg2jA/2d+DDA51o7TNHPLnjRSeXhKQmDneyTr+9YVwbaIr0BftOkzVp7aWf1HVzLgPr/PRotxxJXutusO5B77gr8uxSXVQ1L41CgsNPXQDT1ifw18tmAQB0IivO+cOVKgnWQz3UOYpr/r4L+oWrkX3Vqyhf/R6ufm2n6CvZ4P2MC2oKAmxmwuVcvWkWLqFsvn1Xqb2LIDDRcpYyCYVfLq9CqUGJLWvOSNCoWHZxzFAKf7CO87W/XTkVAGD68vc+S5eaYi0umlmIC2oKYMxW8dpJjhWSIEJm2FML1FBKKU5/paGgvF+BXuEz2gvn/iAWZ0/Pg93FhPSJT/ezxDm1ku3TT4aFTbAxYY5GhiGzA009Y5xqXk4Xg02H+/DqjlbsajFhV4sJLjfjuyFb7K6EpT4iLaW9TCtQ4+/XzIOpdi36Xr8OzWsvwbpr5ydkJeudjFTfs973WDh3gl0t4VMV3lkszVNt61sVXFOZ+9bXhTy2+8+X+ZaF0XJom4/04by/bsMfvmgEw3h4G/TFAuPxwGQJHUeWWsap3K5TSbGzxYQ/fdkEAAFW1eFmDGJSalCC5HFhnFYlWIv7hNCppMgct20xmR0Bs1sJTWLZ1Gxct8CIeWV6zCvTg6ZIn6I/SRIJS3XJpRTaB61hU0beVNbu1iE09YxhV4sJnx/qxfv72hMiRH71bHb1uu3+Fb7rKFxa6IkvmnD201vR0DWKVS9sx1u729DQNYqdLSbs62CvRT7nEBBjKVYK7wFMev55w8khjxVmKlCYyQatDL9URmufGSRBoMRP0f3UCgPeKNTB4WJAkgQUIswIZDQZsWKEi/lleswv07NqVE43rA43FCkqL/dpfTfmFOhCTCwTRe+wzffZg2MOZGZIfRtUUpqEzcnAZLYiK0MaVgg+R8PetOQSKqHlbUWZ4W1RvCpec4062BxuKGU0Mqw0DE5ZQoTIvedbcKrE7nSHrArevP54Dev7N56MvhE7SJJAtkYG+7jmLN/gGtO/LL3TLx5apYT37qlX6u2V2lY095rBMB4QBAGtUoJs78UlUgCL161Yr5KiKl+dEoF1IExKYmV1HnK08qSVMb1zoNP3/8ESfTKahEZBQ6+SoLFnjPNadLoYX8XOmM0Fu0DmjEIil1LI18lRmKkQXYbQmxbxX1VZ7C5fGmPY6oq6OaWUUqBJAkopBblkPFyKkXMlCKSsnceJwIqrHuT92hKDEqcUZeG6l2tx2Uu1CdNRPbsiNyGfIybhrNS9iG0/FI4zjAa8uqOV8zmaYhtIlDIaNcVa1HeMhlTCSGjSV7Ejl5BwuZO/1By1OrGvbRj1HSOo7xjxxQ+VjI442xWC770cqhmtlNF4bFMjAHaW729S+Gl9N+7/JNA0VSWnoVVKIJNQcI5/n3xz2TEFV4ok8PruY7G8JU0M7PzgQTSOK7j3BO2+dw/ZQhwUqvLV2HzvMly/qAhb2kyiVAgEU5yl9NUMpjqxyGkms1LAS3WhBi0D9rCbLf7MNepg1Khw8oMbfeWO/tAUGZBKShZqhQQzijRQKySoLtQkrGuLAVCaneFzzv1sXPQeOL4hHExNnhZ2twef1HVzPu+1jeG7eouxQ4vErBxN9BemiYvyHBXo8ZxmrlYe4EeWp5Pjs5Y+3PlB6MbXBTUFuPfMSuTr5AGlRULjDVVGtQpPbmoMqQZINQiCCNghDofZ7sLDnzaEDWp8gp1Q3H/2VOxsM/ks3iMxu1SH7fctx4rKXF/plpjwLZ4PhiIJ0WepwTCMB6sXleLrLWy96orq3Ihpt4PtIyjQK/D7c6fh7Ol5Ic97PB5fWkCUagECx8tV0oiDv3VGcO3jnadX4A8XTQfAXf5CEERAaZFYzDHqsKLMgFvf2R9g8ZKKnLawGDnXvBbxNSoZjf/85BTfDrI16LtNdMPBGVNzsGbZlBCreoCtFz0W5F2lVUp8G1nh8slC4BYgzVDfMZKYGwHjQY5GhnPPmYltjQMAgAJ96EblG7uOouTmtzntvgHgoQ0NeH9fO2pbTCHlctEQbasuHhvjNIF4a0K5ZohibVjxZXapDj8/fQqWXvKrgCVXqvH85bMwa34ZfvSPPbzfU7DkdrxS2yreoIII7hgE2E2YS2YV+bqJvEwrUIeYgHrf39pnFrWih4qxUoSL6kKN70YgJjRFgPF4cM38AjzzVSuA0MYGALhyXinanr88pLHoUOco5v3mU2QqaKyaVYQ8TewVJKIE148PdqFvlHvJ+MH+jrDdPKnC9a/v5mwzFRuu2eiR7rGEdttEIvjSmmPU4a3Xfo27/r47JXKW4dhwx1LcttiIW9/Zz+v1ptq1uH6hUdxB+RGpJnmuURf1XPRz/ngJAAAEy0lEQVQGBmO2ylctIgYTLZ22Otz4b10XDhwbFjV9BbAawWqFBNlKORZN0eOFr1siCrV4eXVHK4w/fgd/+aoVu363ErcuYfVrS8LMbCMhSnA9d0Z+SI6l6mf/hv7iZ3DRzMKk1RFG4kj3GH7+UT32tw3jmUtnJsVSmaaIkBtPsIuml5ve2puIIUVlZXUe/vfLM/GTV3ZEvWC2Nw0CSM6qZnapDo+fX43vvvhNwj87GnYXg8ExB/rCLJf5piWcfmVFYuTDvRs5I1ZnXB12CimFc6bno6ZYm5D0VfeQDd1mKwrVUnQMO/DT9/Zjzfp6ztd6m3WuW2BE618vxbOXzgx7XFsqaAv40/DHC2H6108S9XExU5mXgcfPr8bMEm3Y1tEpt70vymd7u1RsTgYSjsLvzO+/5Pv/5X/8EgCwerFRlLFEwhkm55aVIcXO363EBY9tjPj+k6dkAgi1Yk8UGXIa7/xoIZ7e0pSUzw8HQRAYtjghk5AheXaA1bsN18nkLW2yOtwBxe2/+bRB8HEyjDewOtAzbOdMZ6QKdheDxr4x9JjtOKkoC2eVZ6EsJwN7W034pnkw5PWzS3UBN6dw3P1hPY7xrMpJt7/GwIK54ojQ0BQJN+NBhpxGBkdgH/zHD6Ff9VcAwMerlwBgFX0STaTlK02R+PmVc/A+xyZMKkEQBK6bX8J5gSULKUVAJiEhoUgwHrY2NBizPXS2/3XTgK9kTyGlfKVCAHDVrIKQ1wuBxwOQBKvt7EhA62q8MB4PpudrsLAgE3IphXKDCuWZMvxwSTF+9tZeX7mV/+ZaN4905f/97hlUZvMzDUgHV55c8coOvPWDhaId33thcM1cAUBl0OPRjUeSNusD2FK8SNy8uAynl+fwym0lE41CgvlG8eXu+KJWSFCgV4AAmzKRcpwDWqUkpIqBJAhf+iq4sN27ShASCcV2ARqzVajKVyet2YIPCgnrhjCtQA2bw40CvQIXTy/AUmM2bjtnCr7/y3cBsI0EXsnE4I1CLg588gTvMaSDKw8e2tAQ0HOcDNpf+D4eW/PnkMf9xVD88Xg8ONQtrLwfn/K+zAwpp0xbNIZt4tSShuumoUgCOyMoICUKBsdLvxiPBzRFciqMAWw97s4WEw51jsLmdOOk8kzfTZniWXs5EZxuD2xONyx2F0asTt8GLJ+2+GRq+nqbKfJ0cuTp5Pje3BJ89cw1uPtDNv/K111i85E+n9YHHwQPriea/kB9xwie+vWzvr/Xbm1O2lhMtWtDHgu3i3nqo5swLY+/34+QSGgyRCE/EgfbR6CUiNNNFBx0/CUHzU6XaHl0vpBgZ6sjVick1Hj7qgcBDSReDGoZpuarUWpQBmx++W8uDXKIOwuFhCIgl1BQymhoFBJfOSAf2UCxBNzD4cFxEW9vV1jfiB0t43ZUlXkZuHzG8Vbu/x3u9dUPt/VbsLPF5Nvk6hi04uODXeg2x3aDIGJpESQIog+AYG6SQZQKZQEs8jiByTNWwcYJpMfqx2T5/YHJM9YT7vePKbimSZMmTRp+pHOuadKkSSMC6eCaJk2aNCKQDq5p0qRJIwLp4JomTZo0IpAOrmnSpEkjAungmiZNmjQikA6uadKkSSMC6eCaJk2aNCKQDq5p0qRJIwL/D+Mb6ueLzMJFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conv_output(values=layer_output2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conv_output(values=layer_output3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build a loss function that maximizes the activation\n",
    "# of the nth filter of the layer considered\n",
    "layer_output = layer_conv1.output\n",
    "filter_index = 0\n",
    "loss = K.mean(layer_output[:, :, :, filter_index])\n",
    "\n",
    "# compute the gradient of the input picture wrt this loss\n",
    "grads = K.gradients(loss, layer_input.input)[0]\n",
    "\n",
    "# normalization trick: we normalize the gradient\n",
    "grads /= (K.sqrt(K.mean(K.square(grads))) + 1e-5)\n",
    "\n",
    "# this function returns the loss and grads given the input picture\n",
    "iterate = K.function([layer_input.input], [loss, grads])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we start from a gray image with some noise\n",
    "input_img_data = np.random.random((1, 48, 48, 1)) * 20 + 128.\n",
    "# run gradient ascent for 20 steps\n",
    "for i in range(500):\n",
    "    loss_value, grads_value = iterate([input_img_data])\n",
    "    input_img_data += grads_value * 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd6db0421d0>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(input_img_data.reshape(48,48), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _filter(layer_conv):\n",
    "    result = []\n",
    "    layer_output = layer_conv.output\n",
    "    for filter_index in range(64):\n",
    "        loss = K.mean(layer_output[:, :, :, filter_index])\n",
    "        # compute the gradient of the input picture wrt this loss\n",
    "        grads = K.gradients(loss, layer_input.input)[0]\n",
    "\n",
    "        # normalization trick: we normalize the gradient\n",
    "        grads /= (K.sqrt(K.mean(K.square(grads))) + 1e-5)\n",
    "\n",
    "        # this function returns the loss and grads given the input picture\n",
    "        iterate = K.function([layer_input.input], [loss, grads])\n",
    "        input_img_data = np.random.random((1, 48, 48, 1)) * 20 + 128.\n",
    "        # run gradient ascent for 20 steps\n",
    "        for i in range(500):\n",
    "            loss_value, grads_value = iterate([input_img_data])\n",
    "            input_img_data += grads_value * 0.1\n",
    "        result.append(input_img_data.reshape(48,48))\n",
    "        \n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_filter(layer_conv):\n",
    "     # Create figure with a grid of sub-plots.\n",
    "    fig, axes = plt.subplots(8, 8)\n",
    "    img = _filter(layer_conv)\n",
    "    # Plot the output images of all the filters.\n",
    "    for i, ax in enumerate(axes.flat):\n",
    "\n",
    "        ax.imshow(img[i], interpolation='nearest', cmap='Blues')\n",
    "        \n",
    "        # Remove ticks from the plot.\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "    \n",
    "    # Ensure the plot is shown correctly with multiple plots\n",
    "    # in a single Notebook cell.\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tq2WXMBh02O1aWcDHy4zr2m4fuQoMqhLCjBNPeRWfwcpuFVke/Zot/5xn79xOBHtZqNp7KfuXD8LqkPlh9RXWjqqDXVZoN+0gx9dP4JdTz+hRK4Rzb1M4fTOe/SNrMe34U5fSfJ/lYHCEL7P+vs6Z6oVZ1ak8f4T7cu5xEg3C/OlQqxDjfjtF3+41MBt0XHudSULGc7qUDebPEy8YWbcwN4r5s2jzLVo3KcnTZBuhPiZmNivF7zfeupSr3SmzfkAUtYb/zaHfunF4dnuad59BwrnfCCsayKorbxjYsjjTpm+i8ZIBXHqbxpCvSyDJxekxaQ+DB9RnUdsyhOy+zta7b4ksmZ9tMe8YVC+MgfNcWxYEsNkkLEY9Vof0KesUcrNkKbcUYTRoQVUnCJj/S4InK1rGa9CJ5NilT3Vbs1H32fvBLwquPm56Ru2+x8XD14n6qhL7xtQl2y5Tc+xOKlYryrXlPXDKCovOvsBoMvJTwwjar7jEs+v32TW/G/4WE+EBHozcdZfLx25RoW45VnSpyPWEDzhcmBEW9DZz5nkSrYrn56uZx2jbuARtll7E39+NS6cfgDWT3fO74+tlxqAX2TazHRtuxNG+TDA3nyVTvXwwzcfvpEiZcOxWO8PaR7LvmhsHHyUwpFoh1rmMKRT0tXB6zteY9G0w6LSbn2mTeJWUjVEnkuOUKRrgzq+nn/Prthis2TYcNgelyoawaGQdfM1Givp9RUE/C6IgcOl5CtP2P6DPnJM40u0uZKo9nFk5DjzdjSiK+ilDBS3omo06TSUgkKt6UHE4ZMxmPRaTHrtTRpIURFH7nJ7uxlzFAC4tCwG4G0U234snPjmLTQOq8fXC86iqyoH5nfEyGqj94x7+WdAHgyjSc9VlJvauTEEvN2qM2sK53zqx5X4C1x69p0ZYBL8dfcTB7+syfOc9Et5nYdK7biVQgSP333NsSjN+OvSQjbdiiQx0Z9H6K0xXVJZ/U55WizrRffVlEt4mExDsj1o2iGvxKXSqG87o9Tc5+WMDCvuZ+W75RZo1LEn00xRuFsjC4eKaq9Xq4NTrZE4u6kGjgct4vmc8tfp0ptKko8ztVYEUm4NCnm606t2SruM2cXH1QPqtu0bbGoU4NK8TLXrPZmCVqXTpWJUtV+JZ2K4sNYb8xfiNgzG4uO6uqipGow4VFaNBh17UmlK6XHWAqvKpFPHx2fuotDDoRZySgiSDIGhNrGybhEGvlQg+9+5/UaEjNjETVYWzS3uxf0gN/roZS72+ixjVpwarulRk1ulndFh8gYtnHnJwcnO234/n4Z1X3Pt7MFZJpsH4XRw4+5zGZQI4NL8L3WoVIjbDyqrjL3C6cF+YnO1gxdlXBHtb+LFbBUbXCufPPlWx2Zzw7hlGX3/eZuawoE0kogCdph3gl+YliRiwkemtSnH09GOWTmjKxA6lWTi8FjNXnqNIQW9GzthHg/G7XMYT4HVSNiWHbCa041KCGk8hsOtaem+8wevMbNLsDsbtvEuxriu4/TyZksXysWVMfS7Pac2UFiVYHx3HotMv6Pv3dQp0WE5gq3mcfZ3K1K9LcfbXNuTzcnHmquY2qHLrqgadiCgKn5pUiqKiEwUcuQHUbpcQRa2uCloTzN1iwMPN+KmJpagqqurq6jDYJRVZgTXdKlGu92rGdyjFuoHV8TYZqDtmKzOG1MKs0zF+9z0qRQZRO9Sflr+e4PDs9px/m8KOE0/ZOqg607fcY/OwmozdF8P9h+9Z16cq2XbXlVvC/Sy0rRhEdHwK1Yv6MX3+QUI93Vgwqg5XDkdTfcxOzr5O5uLERvw5tgElivqxfdM5Jqy5SofSBZBlhYpjdlO/SH6+aVmW5EwbM1uUIjnDRobV4TKeAH4+bkxfeR6jXqRam4ZUHr+ff3pVoValgvQct5G4dAfnXn9getMSVGtWnSGbbnJwVG3mzN6Kv7uR9t92p83C8/SuVJDovWfI72mkXde6DN562+XNV0UBk0mPzaHdKylXzqg1XbXSVo5dwuqQsecqV8xGnbbwI2Ax6jHoRewOmWybphpw5j7Xn5sIfFFwze/vwaSvivPnzVimH3/C8mUHmTylO53KFKByn5UE+5gxmXQsHtuQgn4WZq2+wOk57bn/Lo3uE3fRtk1FLkxtQtVgb7rMP8XTZBtJVhs5OQ7cTa5buQI8TAyrF46XRU/7MsHUnngQXw8je4fWBFHH8u8bcCM2C5tTJnLoZuaNacj4Aw85O68jneecYFzPyuy+lUj/KXvZeesdT//owcmzT+HdM6rVLuEyngAh/m5cXdCRu38PZsfqkfz6XSNEQWDIvFMsOf+KOe3L8nzLcFZ1rcToeoUZs+0ObZdcYMf99/SpEcLI+oVZ2a0SMX8PZMuC3pyLSaT9T7toPO0QKZmu/XIhaKu8zSbxIcOGpKifMlaHU8bulLE5Za3WZXN+0uzqdCIOSUGSZKx2CUXV5FkOSUEvasHahQ14AMwGkSFRhajSeTaP/hnK0QcpPExNp9Ws44weVI+S/h4sOfeSfL4WxtYtwrfb7zCua3lsksLEOQc4/GND+m68QedGRbkUm8LDpylsH1mbeedeoHNhzfVZUjZGncCR+8m0KBbA6p/bUX/gCqoG+3N/wzCmDqvDj7MPsPTiS16n25jdsjS31/bHzdONodtuc+3nJpjcTLRZdomRNcO4destkw49pGVkfsqGeruMJ2hqgZXjGlFn7A72DamOl487pUZs56eGESyZ0Zl5S4/TpEg+ao3fw6Y+VcjIsHPsWSJrf+tDi9knmdSwGHHRFykR5EnNdg2oOHYvC9uUwdvNSFaOaxuFH9UpRoMOq0NCVVXcTVqJ4GMWqhMFTAYRk/7jQq/tzpyygs0p45QUFFQUVCRZxWTUaff+M2//FwVXo16gxbhtRBZw49i1WJp9U4/elQvRddVl6rerQ2K6namdImlRogB1Z5ygXsPSJOXY6DpoIT+PbcbcVqXpu+kmrQcs4qfeVehfKYQxS84zpk1J3FzY0HoUn04BNwvv0+1E9PmL3m3LEeRtotWyi+AdyJ47iRw6+5yoAWto26YS555+4M6DRFr/epzq1Ytw8kEyp/45wOzxLShRwBMBEHUiC5d9x6rOFVzGEyDug5UW884wctc9XmdY0esEFraNZPGY+tyNeUeLMf9QtNkkokZvY+3VWFZ2q8TfA6IoFmBh9u6HTN4eQ+1v/6H5/LPsiXnPog7leb91EBdmfU1+L5NLucJ/RP8Ggw5Z1lZyq13CZNAhy1oZQKcT0et1eHuY0Ou1DFfNzWwtJr1minBoJQKdKOS+7lqeRlGk5sSDHFk7hv6bbyHJCmFe7hQI8aNN8UCuxaejqiqDahZi8aVXFA7yItzHwvA/r3FicU9WXHmDLKs0Cvdn9qbbrBsYxeKLr8i2OVFc2HwJ8jLx88Y73LybwMqrb2haPIi183tRrdcSBm+7TeeyBZk2tgUrd95l1aEn9N94g50x8ewcVYfXr9PY+yCe89ObYbdLLIt+w8WZLSkc6MmYhWe48ybdZTwBsnOc1ArLByosPPeC3aPq4LA5GLsvhnL5vVk+pRX7niRRokwIX807y8ExdRk27m9qh+enSNF8nH6VxKgJPak4dh8be1UmNDw/dX85yYxmJXD1cVNOWUUQBEQB9KImEQQ+Nbf0otbUyrXCYNCJOJwyDmduFmvQYTJojS5jbvngYynsc7l+UXCNf5/FmGGNKO7rwbMHb5japASDttzmRcwrzAYdIX5mKhbwpcbUowiCwHf1irDhRjw7/xhLzYJ+RH67HVlWubp1AnVC/ak+YDUzh9aiSgFfUly4ckWG+mCVJWr1+o2T8ztz6nY8F54l0712IUiNY1D1QhSNyEeFhlXYvewfVnYsx/DWJUm/e4WTmw5TJNCTZr1b079aGHXDfHmamMWzpe2RFJV0F6+w/p4mujctRrbVyfpzr5m75R7fLL/EhxyJy9Ob8nD9IBLPzGbr1JZk2ZzUHbSKOsP+4uLTVOZ1rcCyHpWI3TyQse1KcfNREnVH/E1A/R+JGruLVBfLhhRFwWjUYTLp0etFzEY9iqJt9R2SgrvFgCwrmI06rcYqyblaQa1D65krxdKcZtoDmmV1YnPIuDAZBOBtSg67xjVi6/132GwS81uXodXYrfzZpwpn36aw4cRz+tQI4UlqDnHJ2ZQIcmfTzQQmdCrDzcQ0Tl59w4xWpRi7/S6/DazGzoeJfMi207pcAK5Ms1UVto2qS+lSASSmWWm64ByNIgK59c8oEhOzqT7pEK2KB/Jz38pM6xRJi0rBLN58i5uJH+jZrBjDftrCpTcpDGwawdqFWxi87TbdKxRg3uh6ZH2BJvPzuKocfJzA+d86MmfSSq7EpXBmTjvOn31EhwVnCPNyR1ZUfmlbhpeXr3I9LpUtSwZSovtKNvSuws4bCZQr4E7BQv5UmXCQI6NrY7M62XA7FjeLwaVcRQE8PAzYHJqzMSdXOSDmPnsOSUavEz5pWB2SrDW7cpMBq0NrYsmKmqssED41wYTPTF2/qNDh5mGie/mCdP/9CiXLhTN86y1unr3H6GGN+bZmYZ4mZhE1dhdtWpRjZrMSxCRkkGVzMmVPDIIgcHBKC8Lyu/PDgQfsWrSOvhMGUbdQPpr/esKlK1dKjoPWo9fjXqQUp16nkJ3toHphfxacecHhdePotvAskWWDid5/nBlzh1Lj5xPcnNGEprumciPhA/P3PWbz4OpsvPmGW7HZpGbZGW/UEVXAj4NP37uMJ4BTUalW0Iuyge44ZIX8FjPXE9LZf/sdC7bdJTUxlchKRahQLB8L2kQS2q8qF54lc/x5KsP+uMqH9x+QJZnBPaqzfWgNvL+vi8Wo4+rLVLpHz3YpV0EQ0Ivag2izSWAxYNSLiLnBRlFVvD1N2HNLA57uJkSDgM2uaVvNuUFZFLS6lcWsx2qTNBWBS5lCsJ+Zi3Gp3HqWxIouFak/8wTnlvTgesIHtl98w4QOpfE3mzj2OBVBAJukEORjQVJUtl+NY1TrEkTHpTG5TUnWX4vHYtLROyqEnXcS0btwJUjMsGE26ohLyMTd3UCr6qHMO/ucmoW82TgwijYLzjL+wAPqlfBn+/UE6pTIx29DazBw5mFi1vSg/Pye9PhhE7sX9OLoH6PIckjsjHlPzXAvl2bYAO5uRg7ceY+qwrmtU6k7cAWPtn3H4jH12XA5lnbTD3Fgeivis61sWNiPnsOW8tfyEaz6uT0l+69n24w2rLr4mk61CxHqXYy6s06xY3RdRm6//dlNos+FAGRlOT9lqXZJxqzX5Waf6iebtiiqGHS51mxAkkFRtICs04koqoLZqGW5H0tcn7u2flHmGuhpYujW2zx/FEvXumH0rxfG3rmdGFo9nBE779Gs/wJmDavN3FalmHP2BR2nH+ReTCIz2pVhY/9qRMd/IKL3n5yLfs2OdRP4vk5hGk4+SGCQN24u7BbGJWWBwYyXnxcHb8QB0HPjTS6ee8zXUw7g4eVGtaJ+VOvQnGK+bkzuVIYx+x7wx41YvioWyNNDB3iemkUpPy+aFvejY4VAihfwZP/TROZM/9NlPEHrUC46/YIlJ54zf/8Tesw7SUKGgzKFfKlZtRCj+tXCYBCJeZVK3SmH8Ov8J7OOPSUyyI1TExvxYHknun1ThRM34qgxfi/hXVcRMXwHux68J8fhYnmLqslxPlpac3Ic2J0yVocWPG12ifRMTaFgMuVaZB0yFpMeSVLIynZgszmRFM1gAJqT62Md1pXIsMnEZziZ3bYs/dZdZ2ibUmy6n8DlVxn0a1iYHKfMlrvvuHgrnh41Qsh2KHiadJx4mELDMoGkWWXK5Pfgu79u4udp4ucmJZiy9R4Rge6fvoiugCAInHiZxIlx9UhLs7Fs41U2H3rI6D+u4W7Ws2dMPQw6kWW7H9CmYhAAdcLzUbxcEZrMOUMhTze2zu/OL0ce03LyfnbGJOLnrifIzUyRINeaCGx2iQVtI/lh8j94uRmo074BDWedwtOg55/eVfAN8KXFpH3YJZlwb3dWLB5K3wnbiArxp1KtknT75QiTGhcn+vkHDsQks6x3ZSYdfsjQRkVcXnMFbYOhKCqSouBu+k8eacqNNXqd8CmrlXM4xuVGAAAgAElEQVStrRajpt2WZBVRAItRh5KrLBBFAatD4nNv/xcF14Q0G49i4rmxqCPtSwfzPMXOsD+vU6L9XGKeJHF+wzjqFMpH5Ohd7DnxmHEDanFjVnPsskzFEVv468QLxgxpSPSMZviajHw1+zSCKPBHrypfQuN/RLkwP3xDCrC4b2Xi4zM4+1ND3iZk0uSrMkiJb7j+cxPeptrw8zQR5G5m3JorlAxwIznDTsIHGyc2T6Vzv7mUKehF9NsMpm27T9nxB/Gz6PEtV9WlXN1NOuZ+XYbN/aPYNbwm9xe3p1vZAoypHU6xQA9MOpGWlYIZ17QYW75vwMRh9ZBlhZnbYui29ioTDj2iaXF/Do6uTfTcNlxa0ZuqVcNxyAq+bi7eaomaM8vh0MwAbm6aGsFul5AkTZbl5WFCljV7q9XqxGAQtcaXSY/ZrEcURex2zQ0jKyo2mxOjUYdecK1DR68T+KqIH7+efMqwpkXxNOkI8zEiyQq347II93LnwPGHzO9Z4VO5JznLSZVwH+yyQiEfE0NWXKJRjTC+qxVOZLclTO0Uid7FnTezUUdCuoNNt94SPaUxq79vwLqRtbG4GSnb709WXHnNjw0i+K5DGWb8fYOXKVbWXn/D/lG1EUWBZtMPMWHLXUY1KkL0gg48T8jgtwX7WHbxFUHerq25K4rKsWeJnP59BBW6L2Zr36pUK1+AAfNPse1uHEd/bEiVmsUYtegcM08+pXP5UKp8VZU/b8Tya5tIylcpQtdlF5jXugxXbsfTYcYRpjQpwf13OehcbdGDT9t8RVHJtksYdCKK+p++gVGvPYNGgw6jTtSkgrlDh4BPOyy7QybHLuFwKoifXRT4wrKAIMCRyU1JyrDTZOJeRJ1I6fJhfD3mG2Y0Lc7wnffZtnwr/b7vzqia4Wy8E0vdWad4efI4P80cTJ/KofxzO5aSQ7agM+ioV68Eazp/xfqbb1zqg07OttO+aSleZ+RQq0oo4/Y/xGp18me3ihQ595TQfv9QKaooa7pUoO+GG6TfvUpKu3Jcvh3PlK+KcfxlEvMWfUtoz7/4tn9d9oyqw4bbsUwYv4b8VWq6jCfAhywHzaYfJjv2NdgyweSO6BdEl45VaF7CH5us4GsycDk2nfMPkzAYRKpG5CPO351bDxLZfesVu/aqyImv8ShaklZflaJr1WAOxiTxwcU1V0mSSPlgxdPTRGa2Azc3AwadlgWIooAu1731UX5lyBVhK4qKqBexOWRMJm1rZnPKOJ0yZrMBp1PryroSOkEgzeGgfsl8JGU78bHoWX/mFZVKBvBj/aKU6byQwysHk2S18y7DybP4dIY1KMzGq3F0qxrMpmvxNKlblIGVQ6jScwmn1gzjfY6N+Ay7y7Psw9FvCAry4GGilXdpOTQsmY9zExtx8WV5Bi08y41HSWwZFMWNOhHsOnCX+vVKsM8jnq3Da2J3Kjz8kEHPcRvp2Lspa7pUJKttWUbvusuFdJtLeXq4G1lz5Bk1+lejTa9m1JxxghM/1KdN2QD6DvoNef4IFrYry7bi+Vi+4QpDLAZ61Qrl+8VnaTmtFeOaFOO7dTdpMf8sd2Y1o8y4g3y7+RaLulRguUuZavphUdTkUzqdiE5RybZJuJn0yKqKTgRJUZBkFYNe+DTfwKITNRs3Kjl2zYQgCP9phDm/QI//RcG1oI+FYy+SmDZzG2Ub1WB5l4qYjToyrE7KjDvI+9j37Fg9EoMoUn/aERRZoVjJIP78ZyLP0rMo++12/IP86N2lGqNqhpGYbqfhnNNIkmu/Wh+ynZy9Gcfaa/dI3DOKkqP30Kh2UUQBfupbjbalC7Dm6hta/naOK9O+IqZ1JH1/j2bP6DocfPyOTWdeUSbCn9iNfTn19D3v0m2cjXmPIbw0ZcsE4Urfi4+7kcMzWhLq74ZBJ/AwLpOTr5JZe/gJMS9TycpyIAgC/v4WOlYNJsDdSFEfDwK9zbh1KItDVrAYdDx/n83gjTfIsklkOSSiwr055+ImAbLM6xfvKVMuBDc3A3a7jGgWMOp1SIpCVo4Di8WA3S7h5WEix+bE7tQaBbYcB6oKXh4mFEHF4dRUBXa7hJvF4PKamwr4mUysfxRHx8pBrL/4lgGNi+Bp1FFp9E7WL+hDYo6NfBYTc1Yd5MTcjvx27gUNS+bjabIVm1NmaFQYnZdeYOPCvtxJSmNzdByNIwNdyjXI08TEb8owYvF5irUsS+9qIXT/+RAbKxVlTY9KHJrSnI1345l67AnL2kdiMem49yKF5CxvlkW/ZvP2a9xZ3oVb64fTcfkl2sS849uvSzC1RUkOP03mggu5igJM7liaxhP3cntJJ1o8SCRiwEbe/t2bzWvH0XXCDiJrluXYd3VwyirbTzxlQoMInFYbP+27z+QWpdg0rCYNftjJ+IOPWNC/Cr9ffMOV+A8uV4sI8Gk4i6LyST7nzA2idkkbIaqpCbTZF05Jm0UgySoeJgNZdq2E9TH7dUoKli+QjH5RcI1LszJ/w3XmTu/C1yULsPVeHNMWHcfdz4fq1Yuw/tfmTDn2lLWLtlGvczMWty+LzSEz7dhjjh+7z+xR9ahR0J/ELBsDN9/iyvlHTB1en6hgH7rudN220GZzsmlwdRK7VWDhuef80K0CFQK9qTf3LA+i7/N28Fes+nUdpqKRlB23H7vVTsXKYXy78y5/dK1I04hAphx9TPVpx5nVvTzN+i9AFxyBIArUKe7PIZcx1aY3fT3/DMnxyVSMimBw/XBaFQ+kdckgdKJAlk3i9+tvuf8qlelrr4AKklPC/u4t6AxgzcAcXoJFI+uweWAU8869YNKaaBRZQba7tuZqcrfQrGFJkjJs2BwSFrMeZ6791WzWa8NYBAEPdyMZWXZNkpUrYzHkSrUys+1YLAZkWUUQNLmMJCtfsNn6PMiKSmxWDnVL+HP+eTqTmpVg9omn5OQ4OT2rNcuvvGFotULU7jGXQ398x/EXyaiqSvlAL3otOc/+Hxox5egjwsJ8MOtE1hx/weoelVl17c2nEYquwJOETPJbTPw6pAYjZx9l9Iru3F3RlaPPEjnxMon4DCcX770j6X0mxyPzM6ByKN2uvOXJ+2yGRYXRpLgfNX7cx6IRtdk3qjbrb8Zy6lEKrwLsLm28gTZPolZ4fkKLFKDT6mjOT2pEvVmnCO36O/fW9mHHnE70nHuStquj2dCrMjtOPmNHTAIXF3WhVo+5zBQE1vaozPC+tdh86CFF/cvjlBUahednsoubbyr/EXV8bGIZ9JokUKcTcTfpsTsVJEXRJmf9l0AM4JBkPM3aHAxtvoD2j1nt8r8zW8DpVLj+SytepebQ6NdTxF+5xKgJPRlRMxyrQ2bGyWesXbqbLkPaMadVKU4/e8+geado3jSSi/M7MOXoI1YdfkbvxkUoU8iXlUu78CApg24Lz3xaUVyBAF838nsa+WbZRaKnNKbN6mg2Wd/w4OhJAipHse/sCwo3aMjLa7eJWTaayG+383ePShQbuIlrdcPoO2kX6A2QGs+3adkEVIri+i/N6LnhJt9EBjPBZUwh2NfC3H5VSLU6+OvcawbNOAiCiNHNgre/N+Uig1jaoRxQFDdjdQCsDhlPix5JVpEVlSnHnjBjawxNaoQxrm4RZjQtQWyqleaNZrmQKTgdEi/fZeBm0Qau5FiduFkMOBzaFsxmk/BwM34a5CJJCqIgfBoxaDTqMBuMZGQ7MJl02O1amUCD679cJX29WHH0FmNaFmfL3Xf4uJvY3KcqEYM2sX1yCxpP3s/Un/vyKjObnRdes2tETSqN2s7+6a24/f4DN2/FcnxyE9ovucA/Q2qw5NIrZFV16QSn8PzujNp4i32jajNmcH0aTj9Cs/rFeBKbRmJiNgUKePJHr8r0/P0Ks/c9Zu+ImgQEuLNv/21uPUjk+A/1mTmoOqOXXsAnnzeVIgOpXtSXNx/sLpcNmsx6vt8bwz+Dq9NxyQVaLL7AxUmNaLbYRJ3Jhxjcvhx3F3egWKfF/FE6P0fGN6DiiC10Wt6VdUuH0uen7XTNcXJybD22Hn1Mh8hgJs47zONaoZjNrnVoCWiOwI/B0pRrdBEEAcmhybBEAUx6Xe4MYnIzV0FL0dHqrR93ZTan/MUusi96d0g+N+4lpjNk4VmCC+Xn+tYfyedpYvC2O1y78RaH3cH3P3RkaPVwvt/7gB1LNzJ51mDK5Pegeq9FNOzSlJM/1GfJxZdce/SegS9SePkimYm9KvHbOddd3PQcJw8TMnkdfZWSozLp0Lw039YIY0mJAP5acxiS31C3X1dKFGnI5COPqV+vBIO23mHthK/4cf1tVk9vS0Kmg6U77rFkUBR6UeB9hp2zazdR9lSMy3gCJGU5uPI2g8ZF/NgyIIrsHpU5/DSRTLvMw4QsLlx9Tem90eg8vJDTU8DdB71Bj/TqPviHkq9IGOGF/fHxMXPo/Av+mv0HflXrUKtaGKKLD/FR0VZ90GywRr2OzGw77m7GTzZWQYDsbAfubkYEE2Rm27Xaq0HTD37IsGEy6T/NIMjJcWKxGD67A/u50IsCv556ytAmRTHpRI6cecrxyU0oNngz04fWQS8K+Ob35esSgbRfcoHtI2pRrucKNs/vTqrNwfDxG3i0YyxLLr6iY/0ibLmfwJW7CcztXoFDLpyDIQgCFUsG0HrxBbYPq4nNqbDr9HNm96pAEW8PVl59w+prb1nUvSLtfz7Emmtv2D6oOi/blmXAn1eJ+ukQm7+rx8HJzUi22vn2zxukZtmpWczf5cHVqNdROcybb5Ze5OykRnw19wx9N91iRdeKPErNZOAPG4j8rTenVg6iYbcZtNw8mXWTmhH1/S6i57djxc/tGbvsIq+TcyhSNB+jdt/n3p/9qD5+L65eXGUVPD21hd6g01yAhlyFipC7zTfqNeegThBwSFqGakRAljU9bE5uEDbljiL8KG373Gf1iyJahk1i+o4YAgv6s21oDR4mZVBr/B588vnwfZfyFPI2E1XIn8uvktnx+x7+WjWa4r6e1J+wh5a9WjD369K0XHKBmEv36Nm3Ie1KB1CjcE1+v/qKNKvrtrAmg0jv5RfpPqwdLUr489PmuwypVoidh2NAZyC4flPmfF2GC2+TOXDnPd2rBdOyVAGOPUmke9NiVAj04eSTl1yf1YLfr77hm8gCNJ97hl4/DqJEgIXvd7qMKiaDyNVnySz9/TQkvaZO9zb0iCqIu0mkVfGi/NqyFCa9mLvSCticWqc9NtXK/seJBHka+CoiEB93Axk5To4+LcvW6/E8e5OG3cWDO3SiZg7IyLLnBkQVMXc4tl4UMeW+5uVhwiEpucOytcxAllVyJM0S+/Eht0pKbjar+2xL4efC5pD5tWUp9j1O5IflF9g7uTn336dTqGgBupQPoWiLqZzd+CPDt99hcIviDN92h+Uzv6GYvydVWv3Ig+PzuRufzoq1Zzg5vzPfLDjD/vGN2P8k0aWGhw9WJ+PrF+XblGwaTj/C7XmtqRrqyeLjz7FaJX7pEEnXWUfpVb4Vs7+ty/e/HmbVFl9GdK3M6QkNGLT1DpMOPKBOqQDalQxkTq8K9Bq/mYQqZamQe3qBq2B3yDQunI+FaTcZues+J36oT+nh27A5ZAbXDuPoysE07beA+GPT6f1DP+oPWcPLHaMpVS6U5nPPcGpiI3R6Hb+cfMrKzhWo3H0hM5uVZEjnSsw75NoSlghkZzs/TbX62JACTS1gl+RP07E+yqxkRdUGveRmq6Atfjm55TUh1+31r6gFMrIcDK8TzuDqYay/+ZZp8w8xZPBX9K5QkJvvUvE1G1l66RVL156jZe9WVCrgS/keS+nUrzk/1i/KpjtxxNx6QfSqvqRZnZj1ImMPPGTf0Qcu7cCqQM0qoZQPdufQ4xQuTm5ESO3RCEUrERpZnLfP4jj7Opnaof4s2PmQ1TkOVpx8wfHRdaha0M7ft96ybVs0i9uWoZCPkaHb7mA261k/ew2Xds1wGU8As15kbutIQvtW5fG7TP6+Gce8vY9xOmWSEz+Q/eCGdoQLgN4IDiuhUVEUCfelXaVAdt58x8if/kH0L0Dt+qX4tWVp6nXMz9Z78cxf69psQFFzx7QZdVitTjzdNSmWNdckYDLpP9WmPs5p/RhYP/4eaPVQa657yN1scGlJ6CPcTTpOv0pm6ZZbHJnWErus0GfwAu7sm0GZb7ezYvFQUq0O/DzNuJtE/LxMlA/wpeqobTw8Pp/b8R/o2n8ed/bPZNz+GEZ2KseluBTSbLJLs+wsq5MFF14yu1Vp1gR5MmDLbcqFerOyS0V+vxFLsJeF+SPrsvTyK8bXj+DSsu5k2CSGb7hBPg89faJCWHHuFSfvJLDt1HMOfF+PMyv6c/hZEu9cPFvCYZd4lpbF7MFRDBu1kud1CrPppyb8Hv2W7mM38HDzSJr0bkOxYdt5s6Yzl+4mUPrbHTxc9g3hXVbyIjmKjd83oM23f9CrSkG2LhlAgykH+fO7+p92RK6CQSeQlWXXhmPnBk4hd+sPmppEUw1oWasoCtocAruM0aCZBtxMehySZigQRc1AIymf33z/ouBqNuuxywpDt9/lcvRLevZpgN2p0Peva3h4GNHpBK5dfEKlmiXoWDGIOpMOUqN1HaLCveiyOpqU5Ey6d45ixZU3HD73HF8/dxITPlC3VlGiL7iuLOBl1tOmbH58TEZ23UggpM533Do0h1Mvk5j6xxWuLunMtfgUHqdmIAhw48xdAooU4q9rrwnzttC7Yii/GQw0nH+WjQOiKNjEjVEbb4Kq0G7hOZfxBEjOsNNrTTSZGTnUqhZGz8oF6VahAAZRRC+IGPXNyXQ48TFrWxybUyEmNZ3N0XGsOvqC9jULMWBBHw49SuH2kyTazD9NZJkg6pfMh4fJxZOGJJl79+MpXiKQW2fv4BcWgn8+T62T6pQ/BdF4RcXDw4gzt8b1cQShLCufFAK6XIlWWppNC7QuDrAqEJfuYOGwGvxzL4G9p55xY8/P7IiJp8PX5akQ4MOcM89pWsafp0k2ulYJZsqRR+yb0Zr9jxL4YdZ+ru/5mRcp2ZgMOtyNmrPsYWy6S8stnhYDx84/51T0a1RVpWhRfzYefsyB6LdIkszJq2/w9bXw+mUK5y6/wsfPndIR+fD2NjF97VWKlSxATo6TgPzupKXZaL/0AmazgaT3mYQW8nEdUbTF9djjVPpXDuHMhvHU77eY7yd0ZXbLUpw8HkPff26yuU8Vou6/o+asUxwcXYdaU4/yy6lnHFnYg2/mnmDH+MbMnd6FLj8f4uJvHYkoEUQBD7PLda45TpmQAHdtl6ETAa1u6mk2fNpVqep/3Fqm/3Iw6EfjgUPSRmk6ZW3A0Mdd4+fuXL7o22fQiQR5Gkn3dWNCr8qEelu4n5hF2xqhlMjvxv3EbFpVLEARHwvxWTZ6ty1HmUALdxNyaF4thMggd3xNBh6mZFOle3m8THqynRKCIPDQ7DrZUHxKDkW8PSgZ7MndmychfzjTjz/hwtU3rBxZh6PP39OvSiHMBh3ri8YR/+AJ/vnc+WHmHpb/3B5/TyOXF3Rk14N3LLv8mlnNS2CxGCjbsQNNKgXzy2KXUcXdzUDdygXJyHES8yyFaW/TcwOVQk6OE8kp4evnTnqaFUVRCC3ki90uU75YPtzC9Jx5lMSxuzJ+XiaqlwnifYg38cnZbL/4xuWnJpjdzKQ+fsSND5m4589P6qOHpNqzISddy66tGeBTAHR6SE/UjpwBsOeA2QNkp3YkrDUDRJ0mHrR4gj0HOSXHpVydsoqPRcfRR6mkZNpYNrAac848Jy41m+oR/ozccZeIYC/uJVh5/i6DF++zCfSxsP5mHLcfJ3FoQXcOPEnkwM0EmpQL4sj9JPw9zcQlZLq0oeVrMbBuTP3cQSPawJA0m+PTTs4pq1qGJQj4W4wk5tjIbzGTI0m4tSunBQhVxSNXj/kmPQcfkxGDKHDkRRKXXMYUPD3M3H2WzMR3Gfz4VXGGfN+ZPRdeY9KJbJjYhNmHnjB6Twyze1dk/F836bn+OjN6VWDe3seE+hiJitKmuvVrWJhyVYrw3e57hAR4cuFtisutug6nQsWI/NglGUfuCRkeet2niWzaCcX/OTzz40kI+tyZyjpF/TTV7WNg/TiT4HM32cKXePoFQUgCXHaa5P8LYa46Avhf5gn/53B1GU/I4/pf8H/K/Yf/c7j+X3f/vyi45iEPechDHj4PLhbr5CEPechDHiAvuOYhD3nIw7+CvOCahzzkIQ//Ar5ILeDp46cGhxTSvLiqNu9QUlUURdOVyarKR4ntR/+tThCQVBXU/2jLPr72UXumAu9i32LN+OASPYbJ00f1CwpBzf0/QHPsfBxykmOXEUQBH7OeNJsTAQGTXsQuKRh0wqcTSQVB+/2PZWmDTkBSVJJfPEh2VfFd7+atGnwCAU1Hr+ae46PhYz1cyP27wH93smiT1D/+3se3Crnvc6QlIuWku0zjonfzVotHFEFAu5YOWbteH/V/sqpxkRQVD6NmkbXKMgZRM0BIiuaG0Yki1lxHjJdJjygIvH79isw01x2wbXD3UU1+Qf/tyv2v8L967X/6me3DO5xZaS7h6uXrpxYMCUPJVQRIubNyUf/jZ/84lUkUPj6b2s3WRO8aBHKnkSnKp8/skBXePr7vsmdVtHipJSKK8jolh+JBHtx9/p5yRQN4kZxDiI8ZQRBIyLBhs2tqF0VR8PO24GHSkWaV0IsCFoOIrKikZDlwOiTknCz8g/JhTUkgy4X33+Tpo+KWH2dWJp75fDEbdKSmW5ElmcLB3lhyz80SBM3IkZJhx25zgNOO0dOTovk9EEXt83xIy0EQBLw8zeTzMPI+/i1pqSn/I9cvCq4e+YMZsWo3FoOITVLwztVRfrzBWQ4Zo07AzaAjzSbha9bzwaYNQjboBMw6kUyHjJtBRCcIOBUVm6TgZdIzvVerL7x8/3u4+QfT5tet+Fj0ZNplrA5NRlEm2IOEdAcvk7JpWz6AdZfe8lWwNyUDLES/TCeflxmbUyafu4FMu/bltxh16ARIs0pULeTByUepbO9b2WVdSINPIBH9V3w6fkIQhE+yFEEAWVbQ6//Leeryf5wjwH+TlXz82Udv/+PVQ11FE4DiEUXIaTgDh83B0A7/D3vvFV5VGb37/mZZvaRXAgFC7x1BpSM2FFQUxa6oWBEVbCB2rNh7VxARKyAIiFQRBOm9BUJJbyurzrYv5lpJ8H/Os2E/04t9juMmjSSDL2uOb5T3fUcXfA6RuX8eo64uxqAuOYiCQIpbRtEMPvxmI1de0o0O2W5+31uB0ybRvZmfVXsrOF4c4IHzW1ERUnn5i79o3zmPwId3WuqrMzWb7vd/VH/pJM4nAb9JnLNJctBPweFC4uyNeqGPREATBIG/X73FMj/zmubz1BcL+bOolo0HK8hIcuF327iwXTq5HheKrmMTRSKqRpLThiCAJ76HrKg6RIbHQXkoSorTTmkwSqrTpCIXBoIcrIgw7bzWlr1WBXcare75APvxWvYuX0nJsamcNX0pA9qks+9gJa1bpjL/8s50vOARRFHixO8v4HHIpIx4nm2z72PF4TKyPU6ufGIBw87vQkl5kOsG5FMZUnnvrtFWuQmA7kyj/e3v8sJVXQC47qXlXHh2AZ+N68Fji/aycNVBOrTLZMWSbVBbzrCrhtGvIIUbejSlNqxy3w/bWT17PjTN44UHRzCqfQ5pXjsfrC/kmesvOi0fzii4mhmr+b7PLhFSNTw2mWBMxS4J2OOZXSB2qrK82ybGl4QJpLslQoqKXRKJaRppLhs1UdXMbi00p02kpDaKz2WjTaabuphGbURl06EKHhjaii82Hifd7+SGbk14Ztk+Wuf4sEsigbBCWV1cHs9lBoqYYdA208WqA9Wk+5yW+kkcuJwImqLY8LEoivUPvSCYLJEELq8+s270NT2u3pMIHFZvVD1QHGDzQ4OoDinc8/VmOrdK5464qv/8raWk+52cqArRvVkS86deyBO/7uFoeR2dmyZTEYyx62SQQe3SKMtLYsa3O7l8cAGLn7iANUUVTH/T4q0JUA8KN63h8jo1I2y40BKB1XxfqF+jnDjjxL+30o5WhllVWMOA5kmMbJNJdTRGRSTKN5tPcrIiRGVlCEXRqakMINtlQoEQSlTB5XXRolUWkYhKSoqLaFSlqiqM1+vA7baR5LXTq3mKpb7mpHs5fLSaL27tS9b959JsxDQOLXqSvo8v5roL2/HZzzvp+NMfHFv5Mi1unU3zW2axYsZoMjt24sr3/uSOES258uG59BnWg4rqME6nzKr9VSR57OT4rX2uHA6ZOXf0oyoYY3VRJZtfHY0BdH90ETabRJeO2az74yCP3TWY+wcUMPvvo+gYTPxxJwvenUX+kPP45r17GFCQwW/7S7n41VUcWb2K5gMG4D9NKc8zpvBkeGxUhBTsThkRgbCSyFZlKsMKLpuICIgYVIQV0uOiHiFFQ0AkqGp44jRIr12iNKgQ03QUzUL6q2FQWhsl2W2nTYaTX3eW0z7XT0ltlLF9m/DFxuPsK6zi81v6cNtXm+jSKp1W6U4WbS+jc9MkqkJqvH0hoOs6XodERVAlyWUnoli3sx5OzUAbslbzdzdkUg1nkwigjS0RQESRRpkapw12Pl1rluGh17iZtB3Un3ev7clHm4p44YfdDO7VlD4tUzhaFWFA61R2Fgd56cgBLuqSxfGaGDVhk9udl+Jk18kg2UkOXr2hBzOXH+S3zScY3a9p/WvCaksESmg4jwQtN3FBJQKmrnOK2HfinOW40IeVUoMJcztN6TtF17FLIrleFylOO7f1NXequWSJgKIQVjX8dhs1MYUct4uDNQFyPC4O14TIdNupiii4bBKyKFBYFcFlEymsilrqa2lVmD8mDWDFoVJSvXZSu/bhj8IKyoqKOVzejO8eGIzTLhGMaih7NlC0+jXa3DmX8Hil2mkAACAASURBVM711Hbow8T1O6DqBBvmFdNy0EDmTzyXS99YS3Kyk4qgtVTd5mke1h4t594Zv4Ig8ILXTaToEK3O7ce0yztQp6i8NqoT5YEo6Ze9Q6d+Hbny7Kb8uamIN964lzFd8/jsryPces93BI4VceddF3HT3Y/gsIkM+/FfWFBokwQiqobfIRHTdLzxB0LVDcqCMSTRLP1LgwqSCB67RGVYMdkyTgkDk0tfFlTwOyWzRBNM5qOVr1sDs787tFUKry07SOsmSbTPclFeF2PbiRAHi6pZ8sAARry6Cp/Pwa098pgyfyft8pJx2UTKdJ1kl41gzNxaWhaIIooCGV57vaCDdb4a9W2ARMnawBwR6gPBP9sFwCnZVuOyV5LM4GC1GEpU0yld/BhPLt3HhU8u5K5xvXl4dHvmbS6mpFoixWtnX1kYhyzRoYmfvaVhEl1BQYDi2ihJbhvHqyJ8diLA6J65KLrB1qJAPUPGSksESr1R37wxK8eIC88kgm/jv4MgCEiSUL+ypvHXrbQkh8zw1inM21rC/qP7URSN2lpzg0Burp/MVDdX9shG0w18NhsZbgchRUPToSISQ9MNdpeFkETI9JqLFosDMZyyiMNiSqkajXKyKswjH28kv0Uaa56+gOlL9vHwnYP56OddXNs9Fzkm8MKKA9zw2AScNpHfnxnJh5u6s2LTMea9OIqf9hSzpzjIeW1TOVoZIinJQTisUFRk7eLPPcereWHeLt5+dAQ2UaRHTgpuh4zTJlJZF2PTySom/riDZV/O58PXbmNwywyGv7SSGy5uT98mqXR/dDGqovLCHWcxsv1lLN1XzCWvruLkjl3oleHT8uGMgqsZHCXKgkp9MDQMCMY0srx2DMy+a6pLJqLq1IRVvA4JpyygY2YMEVUnw2OjLKjgc4j4HRIhRbe0hNV1g7v75TP5551kJLu4tWcek77bRr8OWRSW1vHpjb2Z9PNOvF47r47uzNi319KzczajOmTw+cbjZCY5iag6eckOjlVHTXERVac0EMNtMV+/vmiNL1MzjIZsq3EZ2zjgJv6P/xx4JFoLqmoGXasFqKuDCpnnTOKrj6dw2bQLuWv2Zn6VRW4YlM/2EyECEQWf04ZmGJTVKTjjUm2aYeBzysRU0+dmaS7CMQe7ikPYZJFWmW4WW5xmm2LJDYFVEIifY0MG29BKob61kui1Jt42/lx98LXQT7skkuSwcVHHdKTOGTgliWy3k+JQhGZ+N+uOV7KvLMzBshBHSo9gGJDqN3djZSW7yPCaVNdgTOdErYLXLtIu00VJQEGx+DKwOZ2MfWstkizxwx39WH2ojFBUZdKAAtpmuGmX5aP7ffO4dWxv3nlpNrpxJfOX7WVg/5aMH9GK/eV1XNExl5oWCjPXHObRIa3YsuEgWjBAThPLyFkA5GV4WT11KN/tOM7fRbWUBRVmrz7Czk0H8KclM/jcVrTP9fPGD49yoipMq2s/4Pobh3BFhxzOfuh7cpplMefus5m6eA8Pvf0H0UiUVu2b8vbM63lg7KzT8uHMgqsBZUGFTI+NiGbun/E5ZIIxs1SujCsdCYKZoeoYOCSRoKLhkgWcNom6qEZE1XDaBOySRFjRSHPL9euZrbAUj417vtlCQV4STwxvw4UvraRNqzT6NvXRt6mPiT9sR5IEnrukI2PeWM3FAwu4tnMOjy/eTWaSi2SXZG4C3VlGh6bJRBWdFLeM1yFxqPz0bq3TtcSun0SwTGSjqqrVr/FVVQ1RFNF1vdFK4IbeYSIIJB77hCiKYWkYgGYpbhYunkGPSd/TrlMeL1/VhZVHKvnh72LyM7yk+xzURczeqSwJyCIYkoChGdSGVeyySFTRqayL4XHIGBjUBGOkuq1vCQhQHzgbD/2A+urAiC+rMz/dcHaJzD9xjpIkxC//eAC20M9D5XW8sbqQS7tm0trnIz/NTW1YoZ3Hz8GKOnJ9TrwOhWYpdiItk0hz2SgLxZBFgSSHTG1M5XBFlJM1USRRoCqo4XdK1EY0mqdau6CweYaHo7v2sPq9W5nw7TamDmvNHxuOUDu6Ezc9PIevX7qGX58ayeArp9LygpFkeO38Pv18clNc9H5iCUe37GTifRdTXBNlz5EqdMOgzzlt6JKfwqqnPrfU15LqCC0vn8nIa4dzb/8WHKwJcPuwllx4V39OVkeYu7OY8wrSeGrpPn75bS+/v34duypr6Df2OW6YdC1Th7binT+P0CLTxx33D6RFsocWGR52HKulLHR6LYwzCq6abpDqktGM+J4Zu0R1REGWBGpjJtQiASexiQYuWSKoaMiiQDiewXjiq2oBKkIKNkmgNqJZWnJVBhXOyvXz7AXt6PXAD/Tu25IPxnbjtjlbKDxazR0XtibP7+TRn3cyoHdTRrfP4I6vNtGxVRqtMzw0SbLzxdoiLu2Vy84TdYiiQKbXyV9HashKsrbx3jgIJGBYDSW+GQjk+L71xMNOo+/RdT0elBsGYfWIAosz173Hq7n2s7/46+XRfLXlGJO/3U6HFqn0a53G4fIQdtWcqid2xVfFKxxNN+Xbooop7SaJAnZZQIsJZqkmi5Zero3NPMPE+w29VUi0DcRTBlaN0RgJ8e9E/7U+IFvoX7rPYWZQC/dTURag8uBBPLl5ONwOfH43aWku+rXLpH+zJKqJYRNFWiS5SXbYKaoLoWgG6V4bzVIcZLjtCEBVRCEY0y0XIHfIEsTCjH37D2oqa+n/3Vq6DezKE0v2QelhuuQkM/XXvWz4+XlmbT3Oq+8tp2TcORwqruXV67qzekALNhdWs3LBeu65cwTf7DjB3Jv7sLmoircKKy31NdXnYP23E1m49yQXP7mQnGYZZGf7eOit1URPHOWmu0YxZ3sx7bI93P34CMa8sYayE2W8+OJtDG2ZyZIDJRwuD9GvRRJf/HUcURA4p1UKK/dV1K+P/9/ZGQVXUaAejydLAuVxpXObJOC3m0G3Nqqi6aYYbapLjq+yBZdsKtEHYiqGbvZpbZKJexMFrG0LaAYzR3Wiw53fMHxYBz4b151OU37BbpdZ/NBAZm89zkOfb+aa81ozoiCdSXO3kp3pZUyXLA5UhXl78QGmX9aBP4tqqayLMqF/c55fso8RXbIoDlir7p54/TdM+hvKVl3XMQyhPtNKZKiNg3BjS2SyCYSB1dahaQo+j52e93/HHdf0ZvLFbVh7pJaDpUEy/E4kUTADaPz1keQ25d1MTLRAssde73Nt2Hyd2GSRkGL17lfTGg+nTKSF2OhSMuLnZMLWgPreauL8Ev9elsX6M1dV3fJliskuiWmXdUAUBPJ8Q6iOxKiMxvDZZLaWBNhbEuL15YeQZVOusbQ0iKrq+HwORvTOo3eej1yPC4cscrIugt9hcF5LH8Uha6usHYdLmfzsGOb9fois3FQuHNae4W1TGf/IHJqddzHnvbCC439v5vuvXEy5/2LWvzUOh02i24RZhAc05/WP1zD9nkGEIj24vU8zrvvsL35eV0TfjtkU5Pgt9TWsaIz9eAO1tVGat85BlkXq6mL8PO1CujdL5v31hTz13hqUqgo+696B60e0ZkK/4RRVhBjz9loOrVhJevc+tMnswJ3984loGuOe+ZWc/CwyU1yn5cMZQ7EkUSSsaERUnTS3zWyuGwYRTUeE+iFXZUghENNwygIR1UCWBIIxjYhi4LGbi8CcsvkyjSi6pXKe2ckOLn59DWed3Zr3r+xKq3u+x+v3sOHJ4TyzbD8fzdnI6xMHkOK0M/n77Xg8dp69sD0fbixi/c4Snr68E1tLAqzbV87rl3dh6NQFvHz32URVnfWHqqxzFDO7bFxyJoJiY9xloieY6B82Dp6i2DDQUlUTE5v4PqthQ0eqQnxyfjv29GnC13+dYOWOYrq0TMfvsqMbUBdScNgkghEVnDK6YW7M1A1QRQPdMIjG0RaJvUVOm4T8L2aticCaKP0TPVRdN06pGBJn1fjcGs6R+gzWasSA1y7TPduPS5bMS0kUcMoSRsSgJBQh1S1zTsskhrVJIcfjQhCgPBwly+3kz+PV7DpZx9sHyjl6tAav115/6QaDMfLykiz11Z/i4/UX5zB9+rXsLwvz5PDW/LDrBBlt23B08w4mThzJa9t30axre9pmuBj8+AJmTR7GsAu6cd1j37H78/F0u28eLdrkMn/PSRbc1Z+BM1YwsCCJ9RajRfxOmRFdcwgpGld2zMHrNFuPk37awZLv13LRmHNZ9/Jl2GURt0Pmp10n+G7HcR54biFNOxSwfs7DGAZMnr+TD3/aQeWfy7n+kTt4+vw2tJ93eoihM57OSII5wBLi5b9hgFs2Ma9OSaQypOCxS3gdEjHNIKYZJMf/Y1E0BEHEEce4SoLJ3PGewbra07GyQIz2WV5euqQjre+cS6++LXlnTFeeXLqf9z5ZxbxnLsUuidz16SbaFKTy1uVdmLp4L2s2HeOpcV3QDJ1PF+1j7j3ncP7Tv/LBpEEIwLOL99C3Q5alvib6oomHNpElJaxxBtr4wU5kuf/EaDZGHFgdsyRRYOSMZUwc242h7dNRdIONhTXkpLiIKg2BR240pU6szJBFkXBMq9/97rZJaLpBMKKQl2S3/CKAhql/YhtCIogm8MKJQJRAZAD1vdnEBdYYXZAI0lZ6Wlge5KkFu6mpiRIKxfD5nDidMmkpJpmgS56fIflp9ZNun8uGYRgcLA2S4pbo09zPFV2yUHUDRdfJdrtwyiIhRWNHeS1WSrsnuWSSB53D9FeX8PSDIxj47HJuPL81D1/dhU+W+7ilVzM+zG3CikeHUHDLV+x492psksiJkjooP8rAp5ay/NlLGPPmGjx2iUBEJTfby/wdZew9GbDQUzhZFebr3w+xfMog5u04zsvf7qTkYBF2n5fWvTtxTqsUbvj0L44eLiNwaB8vPj2OJz5Yx30ThvHAgJZMWbiHwtIA9w8uQBzYgt8vaE8gonHTrM2n3cI64+AaVjWSXDJ1UTN6RzUdWRJMOJUsmEMLTTd31kgCHptERNWQRbOvphlm/8prlwir5s+QBMHyQHDH2flc/8kGhgxqy8ODW/HEkr0sXrqbWU+OxClLXP3ScsZf0Y27+jXnwfm7WLZiH+/dey6ZLiejnv+VxdMuYPqSvdx2RRcKUrxc+vIKxgxvTW3EYrB7vG2i63p9YG3IqBojAoR4WaohyxKSJNSvUjHt/wm2Ze2hZnjsPH9nf+77cAN9e+SRlewixWsnFB9oeh0SFYEYSR478UqbuqiG32WjIhBFEMyhpttuqrknSu3qsPo/sLtW2D+zzMYfJzJZM/ieigluvHKkIcNNEDisvQSaprm57tx8UuNryfP9pnp+RNGpjSn8ebyaK19bSaAqQKymGsoKkZp3plWHpjx9eSfyk91445tTZckkn0dVHUdEJd1tnQA9QNGxcj4e25XpPjsOSUCWRdbur2D6eW1JubA113y0ntbtcli09yRXj+nNqDfXMndCP3b98isvvXon095fR5scLydWLaPl+D60u/kznH4ft1zZkzbZPkt9TfE5+O7usznn6d+oLK1i2q1n0T/vXNx2iSapLt5dd5iqqjAvT+hHnyYX8dSy/SyYegGyJHLnvO1U1kVpn5fM7W+vxeawsfSRoeiGwfQl+6g9TUzuGfdcayPmRsQUl42qsEKyUyaoaKQ4ZWqiKjFVJ8ll0vO8dplAfLmXomu4ZImIYuCSDWyiQEwwS6CYplkaBpx2iddWHKJjyzQm9GnGq2sO89e2k7wzcQDV0Rj3vP8n917dg0vaZjHilVWEQjFmPzgE3TAYfttbLP/oHn4rLKesMsStV3Sh7fivuOvGs2mZ5mTVfovbAgJxPGVD2ZmIM6IonpI5JcrUf6qoN8bAml9LUGYtZhNVhFi8r4IPJ/Tn803HKKuN4LRJpHrtxFQDRTOw20TCMRVF1Un22FFUnaii43WaCw1jqoY7XgKKonkZq7rxrygInYoGOJWN1Rjr2tB/1evJG2BWEQ19buNfya4rwwptUrzkJrkIRlReXHmQxYu3o9ZU4kjLYOCgtswc34dcjwvNMEh22SgORPijqJoHvtxMOBSltrKW2N6N5g/0pYM7idT8pnTr2sRSX70pfh79YQe922WS43VwZPkSxj07gUueX8qqZy7i/XE9eHjBLh75YAOyXWbhw8O48KWVfPXeffRoksL2kV25afYWdv7yLH0m/8Sx2bcy4Lnl7D5ey84ia5+rQEhhzDt/8NH4PrTJ8vHamsM8+ON2QiGFXVsOY3famTa+P029bj7ffIzxvZvyy8EyXnl/JQgiA4d1ItNrY9Gjw8lJcXLnt9tY+OUihlx1Hrmp/0LP1cAkBgRjGrVRE8NqgFniGWYGmua2oeg6nvjumZCi1w+snJJRj4FFFgnGdCRRoDpsLesppuq0a5JE9yYePtxUxP6j1dw3qh37ysN8s/Iwt43qxPkFGVz+xhqG9m1Gv3wfBgaXPjCL1Z/ey+aSambO3sy65y/mvBdXcP3Ys+jZxMt7K4/QKtfaxjs0pqo2PPiNn+PGmVPjQVbjEjYBiIfGvHhrPW2Z4aW0JsLdn25kzJCWhBWdiKITUw0CYQV3fEGhrhske+xU1cVOuSxCkVMzVC2+PE4WBcsHWibO1bygGmOIGyfIjS8p85ITaczeUuNrchLMrUQQtjIRcEgi185cQU15DW06N2dwj1yWPHsphmHgsEkU1gRpk+ajJqSQ7LKZ2akA7TPdPHdNF3LigyynbTThmIbDZrZfSkNRyiNRfrHQ15bpHiZd0JpnvtvFs+e35bU37uGbDSd46tbeRBWN/HQ3rXL8XNGzD9keJ5N+3M4vDw3kzm+38sAQkfG98vh083FUzaBFq2xCUY3qqiDLtx2kTY61/eFkj52Xr+7GPV9t5sCaP0lp24E+vZqxZ+cJ3p0yjMEFWVQHY6w6Ws7sxft4bfdPJLcsYModg5jQrzmrDpUx5YstvDXnb+r2beeOydeyZ96DvLa2kOXVkdPy4YyCqyQIcdaSgG4YpiqPYNQPoxyySGVYxSEL1EZiCIKAQxbqVbQ0wyCs6njtMpqu47aJ1EU1QooJ07LKpHhWcrgySiCscHm/physiLJhbymXnp1Puww3N33yFzed35qVe8q5qlM2Y2YsZd5LV3O0NsT0L/7mxynDeH3tYTweO2M7ZzNt4W76tkmnyuJd8InMSRSFOHGgoV+agGL9swebGLIkymrz53DK9wGWl9p7jlUxtWcOqf3zeXNNIbkp7vr+qj9egrokc1ip6QYpXjvVwRjh+GvGJot4HDLBqIrLLte3DpJdsqXbfxPWGD5V3y+tz0BPhbwlSBiJi6rx+SdaLIk+t5UW1XR+fmgoMV1HQMDvlJFEgWBUw+OQUHSdGSsOsP9oNdXVESRJICXFxVMjO5DhcWCXRfzxSjEYrxxlSSTT7UCy2FlNh565KSyaNIAv/z6K3yFRWFjNpNV7ads5n98fGkiaR2ZnSYjOHZN4bXRnRr2+BqdTZuzTi1n14mg27C7llsOVtGjiZ0NRJYEqs9daaPEOtYraKKPv/Yj+owYx56uJZPgd7DtZR8bFHThUUceVH/xJ4aEyanZtYdC4kXx3/wA6NPEz6++jtL79a5RwhKvH9uOG7k1omnoJUxbspt24dyno1Ym8fwMtoBmGiRCID6+qIybcStE1wrEGOqxdEoiqAk6bgC0+/UxkKbphZr0em1ifBSc5JWwWrtQUAEXTKauLkeF3UhlSKa+N0q9dJj1zfUz5agsvX9edWX+foH/rNH4/UsHggW3I8jgZ/coKpl3fneVHytl8qJJ7zy+oD6w2SaC89vRurTOxhlI/7v8/SldNSxAKBGTZHM6YgZg4rtU4BT4E1guMAHRolsL0b3bQpImfoR0y2FMcxOeyYZMEYqrpb11Uwx7fAx8IK9htJkbXJonIook4Mdcbq/icMqoOZXUK8r/A229AVAiN2FZCPe61MUmgMWmgMakjgc5ojCyw0nJ9Tpqlu1E0gxWHS/l8URHHj9eiKBrV5dX4kn1kZvkZc3Yz0twyTX1u9lfV8f6fRzleVseOzYUoNdW40tNJSktC13RESSQpyUnrfGuFW07UhIkqOlVBhclPfkvhd/czfFo2RRUhWmV7+eNQBZe3z+GBn3cQa5+FG4loVKVTm3Q6FKRx55zNfH5Tb+6Ys5ljpXVc9/QiHp8wgGu65tGmwyuW+upyymz8eiI2WWRjUSXjPlxPWWktXp+L0hMVpGSk0LVrHh88fzE1IYVHFu5m+XcrwJ/GOw8PZ3irLHTd4Ottxzl//Ov0HjWcA1/fSWltlP4f/wv0VwzzpnXHJfDS3DYiqjn1T4mTC1JcMmFVwyGbQ66YqtfrfVZHdNLdNuxSfHVtnDYb0XSsRDqquomrNAyzjVERjOFxypzV1M+0b3fw6vU9WHG4ivLaCJcMbkX/2z9m55d3cOX7f3LTyPZkuR3MXnecS3vksHBnOf3aZmCTBMrqYiR7rGW9NJSsRj0RIFGqJh7oRKaaYGg1zsJO/VnCKfAtqxla+0vqmNA/nwyPTGmdGTgVTUcSTUSAW5ZwyOYlEAgruOKXbWLAGdN00CDVa0fVQdUhFFXJSnNhoW5PvSUunMYEjMSlBI2RFQ3iLIm/Q8Ia91v/jaHbrqIqWl/2EnJmU/oNaMu9g1tSHY3hs9vI87o5Ggjit9vw2WzUxExm1oBm6QxtmUlVMMbJ81rhtdmIahqKriOLJqEnzWmnNqYwz0Jf0z12clOc3PbNVkaOG0ZhWZCr3lxDq1ZphEIKOzYX8ucrlzPjog5c+tJy7A47b9zci+55ydz7/Q5eH9ONLL+DqqoIs28/i5TxfTn7iSUMapZG+ybWtgWyfQ4e+Hknew9WUPjHn3hatuXbKcNJ9zrwOWU8DpMt+sgve/hh5sd0vOwyfntnPD1apPD15qOc/8oqDu46iiiJLP1oIuk+O/2m/UooECIr+fSIRGc20BIxp/9xoWSXLOG1yxQHorjsIpJuDqoS0CxJAJ9dpjKskuGx4ZQlFN2gJqLispn0WFU3ThGktsJkUcBpM8vTiGo+2OleG5/+eYxnr+zMH0XVLPnrGL/cfy5trn2fVe/czOrCMooKy7no6u48+stuurZIBUxWSjCmURWMnULvtNLMQNrwccMkm3oQu8l3b8BrNgRb8X9w5BP9W6sZWvlpbnrneXljyUHSkl10bpqEbkBI0XHaJGpCCpIkElM00nwODMOgLBDFEa9cnDYJhyQQVvR6zGuyx05lWMVijZF65lviMkoQBBKlfiL7b6wjAA0aA40rh4SIy78x1GqZ7eebz+7FH68AygIx2si++PDPhFadDIVZcrCS3zYeo6ykhkBVAF+Kjy5dmtC7IJVkl0y2106qw06u38XJQBiPTba01QZwoiaCKArc1b85F97yKsdKR/DFnf2Z/P12Ft17DrnnfkfPizbw/OuTOLdvc36ev5k9FXW0yfDx8iUd+GVfMXsra6mtCbOluIquWck4XTaK6kLURq1ttx04WYu6t4xQXYRLb76EVy/tyOrDZUxdsIvS0iCKolG8biVX3nstmxfOIKbqXPfRBo4fKSMWjdHvnDa8OHYkvfJT2F9cxy1fbeLLu88hN9nJ4AHPnpYPZ6wtENN0wvEhFZjTTr9TQhZFaiIqNodEZVglxSWj6jo1UZUsryk7WBtVUTSDFJeN8mAsrpplBisrkwJVM1B1CEYUfC4bfpfMruMBRnXLYktxgN+3FfP17WfR5pp3+HLGVQDccd+7rJ71MO9uOIrLLjGybTpPLtxDj1bpOGURVbNhExum8laZAf9oAeiNgin/I+NKtA9MQWwpnpnFf1ajbDYRhK20w6V1PP7VNl6/qSeVkSjzt5fhsEukeR2omhEXFxdx2iQOlQTIz/CS5nUQimm47CJeh8SBkiBuh4zLbiqrhWMaPfO8RFWr1cYakAL/ZL4lRLATxI3E3zRx1g1DLeOUPmuisrDSqqMqd8/dQuHhCipPlOFLSyYcDKPWVOFv0gSX18VZ3ZvQMdfHG+O643OYvW2bZM4yqsMxAjGVFYerKKoMsXzlPnRNJ7dZBq7T1B09XRMEgZtmbaZzUz9X3zOWMZ2zmLuzhJ/u7M/YT/9ixdwn8TplZEnkkSkfsPizyVzz2kruebOAjYeqSHfbGdE2m63Dg9z26Dd0HNCTBZMGsOVkNU7JWqx7y2wfiyYPMtEomsEVH/zJ9r8PI0kSadmpPHpVJwZOGczDC3fT/c7ZUHaEq+++iufGdOLslunUhBXKaqOMencdmxf+TvP+Z3HLh+spOVZKtOrfaAtAnHUl4pQlk4GjmTes3wl2WSCo6PidElXxbDWmGdTFVCKqjscu4baZL9oUl4w9jidULM5cJUlA1XTSvPZ6XGqzdDe7SsMcKQsyY3QnLnl1Fa9MG43fbmPAja+y/ptH+fVgKWs3n+DtG3vy4m8HaJnjJ9klUVKroBlmz/jfIBMlHmSgEdXyVIqrEmc2ybKEqmr1fdlEpnVqIBEoL63BapxrqywfH07ox6XP/UrzgixG9smjbYabjccCSKKAw+ZgzfZierbNYEyPHD79owinTeKsglS2FtWQ6nNwdkEyfxyqRhCgTaaHpduKOVYRtJxIImBO++126X+QBKBxG4BTPgZOyVwTbYIG8RZrLc1l46ERrUmyd8QX3zDgdcrUhlU2FldxsCJSjynfUxkgENXYcSLI+m0nTXnCqgDZTdIQRYH2LVOZedfZtEr2URNV2F9Vx0YLfdV1g85N/dzUsxk3fbWJ1yqC3Ny/KcNeWsmB31dw/dFqrhveimenvMmm+c8RVTRWP3U+O4/VMvy+z5k14yoW7j7J0+e35bPvtuBwSGwvruFEIGo5WqQqrDJ3+wkW/H2CLRsOMvHm/rx9VTezJaUZTPh2K9M+3ch1Izux9IUraJPj5Wh5iPJQjMkLd/Pzkj3UbF5D6BbhAgAAIABJREFUwfkXMfetO6iJKfx+oIoxN/Xinu0zT8uHMw6uzfwuU9xa1/HbbfX9V1k017aEFJUst4ssl0FAUXDbJDJcDmyiSFU0ZmL17Hb8dpmiuhBeu0RNVLV8oCEK5nAlQS+NKDrBiMp5HdJ4+Icd3D6yLc39bi6bvpD1sx5k9rYTfPbTdpZMHcHMNYdx2iU65nopDigYGHgdEpUWIwWA+uQy0S9t3Dc9VclJrEcWJNa+NGSpjYdhmKr0+/fisFuLHj1YWsf9327l4/sHsa6ohpV7yvjhjzBndcquL/GvH5jPtxuOs+dYNRd3z2FfaYjFW05wXtcc1u6voKg8SMssH0fK6hAEgfED8wmrOivqrBVL1nWDcFjFZkvQgeVTVMU0LZGFnrpa558ar4lWgBZHC1o4dwWgpC7Kiboo5VIMUTBbLBHVwG0TyU9y0SMrmQPVAcKqTmXITFJGtEvlsk6ZZLpNPQdRgJJgBEkQ6dM8hWOVYSojUfaWWTt8DQUjNE1y4JBFpgxvTUGal66XPQ0puaR3683z13Rl3H0f0WHUKJ5dvp9dBysZ2iMXn0Oi17Be3P/JRqKhKMbtfQkWHWbMzX24+911VG1aA+VBS301MHjyzeU8dtdgZt/Um6qgwne7T/Lp/N2U79zOjKfG8eLIjhysquO1NYfo1TyZRVuL2fDDEvBncvv4Idzx1AWIgsCu0hqa+zxMOieZcEyjOnJ6ceCMtQWO1oZxSCYLqzam4rPLKFqDalAgplEdqcMhC/gdstl3C0exxYOvqusomk5AMQNEUNE4VhOrv50tsXhfLckhEVENAhEVwzDISXayvrCW0X3zcNtEHvp6C98+cSE/7y1h2eYT/DRlGDPXHKaoIsjY3rn8dbSOQEQh3ecw94YpOjbJ2qer8d6rxtoCp/ZQG2em5vcl2geNFfMTgeHEkRKoqyTTa+3wrUmai/vPb8Wfx2poluKgyznN0HSDE4EYaW6ZYMzU671vaAE10RgR1eDcFkn0a+4nqurc2C8PTTc4Uh2lb7McqsIqQUUn3++iaYrbUl/DVVW8Pa4H17y5mmb5KY2Ur8yA2rgdkBAYT/S1E5eaKegi1Afaxr1ZqyzL6+DittlohpmgVAVjJovNYSr6u+wSfpcNTTeF5T0OGVu8b53stlEeiGKXRVx2iaqgwl3fbUcUBW7o0YS7z2rG2xb62jTbT/esZArGvIYzuwkz7jqbcRPH4XVILFhdyGNztnFswSO0GD+bsztnM/KsPHYcC/Dr4m3oB/9m5tsPMP3TjQxtlYWYmk1BiodOnXP58sUXaN52gYWeQkVlkJuv7sdfh6t465st1JRVkpSZSu9e+fQc2YE/D1fz9MfrESWR5gWZ/LpkB94kLxfdeAkD26Ty3cYTDJy/g9qjR8DmAKcbj99D8NBehPDpzV3OKLhmeuycnZcWxy2KKJq5mkKWBKKKSYOVJRFV0wkpGj6HTCzeS9N0A9UwsIsijvgGSEkUiKk6eV6FNy1UbokqpoTh4bIQdtn0UxQFKkMKLrtMRVBlc0WIywc0Z9nBStbtKWVIt1xmrjnMsbI6erVOZ8nuChRVJzPJ5M2HYhrVdVHG9sjhS8s8PRXnCmZm1Livm+i3JloADWiAhlUk/1xu6PF7uGzKTax5ermFnkJ5XYx3VxQSibdaHA4ZVdWIxRJiM2aA8vnsxGIaNptEOKyYqA2PjVBIweu1EwjE0HWDpCQHum4KzhSfpozb6ZovIw2bJJDXNJkO+SnsKaoGGpY3qv/o8aqqcUpLRtMaerOJlkGDbq51drQyxIUzV1NdFUS2ySgxBX+S2xwMxjTsdolAbYTUNA+VFUG8PgehkEK4LkxKuo9YTCMaieHzu7DZJOx2CZfLxu0fbsDjsVvqqyjAueNmIDdrh6EbfLepmMeGteFkKMw3gRD+ZA8Ldp9g97tjuWPuVmKKxrxb+rBrUAGDJusMbZnJmJmjuPittRz6+FrWFZYDsLc4QAeLyTkZaV5kUaC0MkSXbnk0z2xH02QnNRGVPw5UoOkG/foX0D0/ieLaGJlpbpqkehAE2HysjlhMo/9ZLeCsFgiCgM9lM/Vy61qx4cXTw2AIZzL9FAShDDjyf/j//d9ZvlUrgP9lP+H/Hl8t8xP+87WR/d/y94f/e3z9/9zf/4yC63/2n/1n/9l/dnr2b+hl/Gf/2X/2n/3/3v4Lrv/Zf/af/Wf/gp3RQMufkmp40nOJqjqabjSgKOOMIAyTcNnow/j7p6iJ1H+hXnjEMAhVnCRWV23JtECwuY0eXTpQHIjid8iUh2Lk+p2ousGeoiq6tkhjX0kATTOIBkMkpfrJS3JSGozhtImku+1s3nucFs0yOVxUTrO8NAxMtplNEtmyeVO5Vf0huzfZcKXmnCJ8LYgCRvxt/SEaCWC8+X2i0EARqMfFxt/X40MypabEsjMFkFxJhmHz0a55BoXlQZqnexAQqAjFyPY7zJUuuolYKA1GsUtC/X6sovIQggCxYJCU9GSUuCZCm2wf2w5XYFerCddWWearzZNsOFOzaZ7q5lB5kKwkB+V1MXL9Lo5WBinI8LL7eDVtmyRzoCRAbooLpyxRWB7E67ahaQa5SU4OlQfxumykuWwcrQzhdsooVcVUV1ZY4mt6erpRKyajKiooUToU5KBqBoXlQWSbSKi6FtHuxO2x0zLdQ0UwhmZAptdOVNE5UFxLdqobhyxSHVbJ8Ng5XFZH83QPUV2ncPd2y16rLn+KkZzVBARTxCWRmQkC9eJMdkkkour4HBKBqIrbJhHVTOZmVNVx2kRiqoFDFohpBrJoiu7Xlh639O8v2DxGSpN8Utw2klw2DpTVUVdRBTYndqedNL+TNI8dVdVRDVNo/MjxKtw+D5IkkOt3oug6h4rKcfu9hAJhklO9ZHjsHD165LR8PaPgWqc6efT9n1iyowS3Q65/0BPq8gmFJN1I7NviFDC2HFcc0v/BJBIEWP3cDWd6fv+vJjiSGP3CHDpleujRJIUu985j2uShNPW5GTj+Hd55fwK5qS5KqiNMXbyHwqPV1ASjrJs2nAyfg8LyEKJgig93GzODtPMG88F1PWmb4+XGWZvZcksvyxrlztQczpryKU67RDhm6trKkohdFglGVQTMoGuTG8RDEnupJEHAaTfXgwQiCg5ZItXroH2Oh8H56Yy7ZIBVbgLQtUNr7nnve67q2pSznvmNPp2yeXRwAQ8v3M38WcuoWjSZd9Ye4opOuSw5UMJX644RDCo0yfLy5aBWZCU5GPLsb+Tnp9A2L4l7+jXnhk82MKFzDvMfucpSX5vmN+OF2Yu5/rZXWPr749w1628+vLord3z8F0vGn8Ulzyzit7nnc91bazj23AUMf2UVhgEnpgxi7Kd/0TTDy6x3fmDDwvt5aeVBflt7iK3Tz+fRX3bz88NjLfMzNy+fRd8vZ86Ok0wd1prrvvqbhwYVMPn77dTWRpkzoR99b3iT3D49WfPkcEpro9zwxSa+vrk3E77dxrHlu0htm0dZSQ1/TD+fhxfuJq0qxM8T+jH6g/UUTjrHsteqP7MJ416dZwoGxZ9jt00kkBDOV3VaZ7j440AlV3TPZu7fxdzYN48l+yppn+Vi6/E6ujbxsu1EkA45HkoDCrph7tL7+N7LrXITgI4d2jJ7wUqWHCpj6kuLWPnttYx4YgE/Tb2Aq19byXUXdeCT77fy6A29GNO5Cb0eXsDuJy+g74Pf88gt/bi1Tz55Ax5g7qopuGSJ+z77mx8mnotNEhhwbt/T8uGM2gLuJD/rD1XhcZq0usaMFVmKK+VrRly/1QQ3JwJrQgbwVMxmXEdTtJYFn5Obzv0DClhdWMPPe04y/fb+PPzVFgY+OI/1n91NdrKTtkMf4MGfdrByzi8M6pXHyifOoy6i8siivYyauYplh8qoqosx8pZRHDlUQtM0F99uO8ay33Zb6Gk8kccMmALgdsgN8LF4UFW0BjibTRLRDQOf09T2TMjM2eLQuPJAhNX7Knhu+X7K66wlPWzZd5Jj1TF6PrGEk8cq6NXUi8su4XHIUFvGodIgl7TP4e/jVazcX836OT9RVFjOr7MW0yLDzQsrDvHUtV0JhxV2HK4kGFGZPb4vS/88QprFsKFAVOP1ZQc5vPR5hk+azeOj23PT23/w8/0DeHTBTgYMaMOm4mquv6gdHSf+wEc39OLW4S1pMf5rBrfPYHSHDL55czzTFu+hsi7Kb1PPY8C0RYzqkkmyzzpfd+wrojoa4+tfdvHksv0sm7ucEdfP4NPre1G47xj3freNLbMncv+otgx6aSVJLhvdC9JQ4s/Z2pcu48tb+7B75qUsOVjC1GGt+ebWvjhsEsM6WbuSCIhrx4pIgoDfKRGIaiS7ZJJdMj6nTHVYrdf1ddklgopKbThGkkvG47SZ+s6iQFVIRRLNn6fpYDHCDUGAW77YxI9/HefYN7cz7t0/ePv+gdz39Rauv7gDrz/+JgffvoKvVh3B7ZC5dHg7QlGV6PFCpk/7nOY3z4KcNvTKS+VQdYi62iDnTP6BmKqf9oaHMwqusmw+2A1ZqBlUDSMhvhJfRRzHByY+Z8T1PROfA/P7pIQosWatflNMMwPV1OGtGV6QhSwJrHp8KK9NHsqQaQsZ8txyClfO5PHz23D7A2MZ1iqF7hPnkZ/uZvWWEzxyZUd2FgcZ9+4f9G6exNaZl3GwJMgjH2zgnQcGWegpJuEhfku5HTK1YYVQPGAmyBl+l83E7hqmZqfPaUNNKGYJAppumP8Ws1KwyyJRRbOerqlrPDf1Ay4b0IJX7uxPt4xkpizYzYyL2rN74dOsPlpGcXWEga0y+WXpLlxtupGU6uXIz1OoCassXn2IdKeDj67ryeg+TZj0/TZ2ldZy9ZACwjFrBdMB3rmqGy1u/JwN793AI19t5cu7z+HWWZtI8Tl48eIOvDp3G0lOiWXTL2DY1Pm0T/Mx+uIu5Cc7eOCrLcQ0neKKIGN75dJ/yk/8NHko97y+mjSXdcG1c9um/FFUTVVxOduPVtFjRD/um3oLPS5/mnWvjuG8zll0u+olnvhkI0cOlXLvjztYuv4oG4rM9Spv/2lqYRhAvt/ND3uKkQRIP+8ZjlRZy9BKrJ9J6C9XhdR6cg1g7lETBGRRpC6m4pAlBMBll6kKqThlAUUzBXwUzSCiGnG8u9VEbTheHWHJ/eeS7HNQXB2hf/cm3PL0Inq2z2TljhL2/fYKeTfPIhiMMX7OFmZe2oEkt41tcybR6fwh/D5jFFQeI6JoTH1vLTUH9rH9zTH1uP3TOq8zc9mIb4BtxFiJq1rJcWC7JJrZVoOCU4NQcSKrlROaAv9Ya2KVBSMqB0rq+GnHcQ5XBFl7sJqj5SE+X3WUhY+fz5cT+rF0fwmHaoKs2HyCfRUhood3c+OszUSjKpluBzZJxO930is7mVtmb2bItc/Rt08+Kw/WWOtsPHOPqbqZvQrgcshxJo4Yf0Gb66oTZ63EF+cZ8T6sJAp4nTZsslifzYqC1ZpYgCRTsmIGN3TPY0DzDNrm+nh0SCs8cV2AR99dh10Wmbn6IKFdf5GWlUJWlpehL65EFgWysn3sqqjjps82ckm7HN4Y05ULOmSjGgaHy6ylP0YVjbHvruPwZzdwwfPLePOmnjy+YBcpficvjuxI15GPM3fiQFJcMn3vm8uB98Yy+smFTB5YwGNfbePz8X157uc99GyTSUGSl07dmrGppIqvpwxj/8lay/zUdINXPl3H98+OYtKgAoJBhceGtuai8WNI9zt4+sHXGHrNBdRsXMmeNy/ngyu7UrjsV268932eW36An5buZmdJDb/tK+XKyV9zYUEmv+w9yabZk5g9d4NlfkJDj18EnLKIy2YmWC67SE1Ew21PbCqGUJxYUhlWEQRTPySiNtC0gzENRTOIaga1Ec3y6BqOqvy88zh+t51zHv6J6mCUNl1asubv41RWhjEMg0su7MKxw8UcORkgdcyHrDlSzowVB3njqm5c/+F6Urv24e+TVSSlJfHxy9ez8VgVG4ur2HO45LR8OLPgGu+VJpTmE5lnopcK1GemZnYr1Adck71ltg0S65YFgfoWgpVnq0RVvtp6goimM/rxH/E4bWw4WYXbbeOKmSu5/MXf6J6dTLrLwQV98nj6zeW0HzGU1WsOcGTVCj5cV0RtSKFdixTqFJXauijYXZRWhvjik6UWemqegXkZNbRZQlG1PmgmMjqHTcQfZ4koqo6qGURVrX4jRF1EQYlnu16nrT6bsdRX2ca8bUWcrIlwvCrMiaow5zwynzlbiigPRClom4NhGNzTvwVX3HcDa6YO44Oru1NeWsNFr67i5Ika3pi3g/RUF6qmM+rl36msizGuSxOUmLXaAjl+J93aZ9Li8pk8fE1X6hSV0tI63risM93GvsLOX57lmrfX8uOWEgo/u56mFz7NnnfH0mPsi3x9V39u/WwjNw1pwYWt0xhy80zmT+jH/c/MJ8lhs5T5VBaMsfSZS9hwvIZXVxxk728ryRw2jSfOa8vVn2zA33Mgg9qlk9p3CC+tOMi5M35n8VePk9GtF1MGFVCzYxNTv93J9uI6sDsZ+sgPnJWXzvLDpdgd1rZaEhKetriIjaob6JhJU8JqIxo+l41AVMPlkDhZGyPDa6cs3qIKRDVk0QzObpuIUzbbC1bD7ZO9dn7YWsqBompWPX8pS+b+zq3DW7Ju2jDuurgNba94mQ/HdmXcFb3Y8eduZKeDEW2yubNvPkcCQW4d0QqHy8ElHXNxu+1c1iWPcU/M5/773iS/afpp+XDGUKwEjz3RI0lkr0B9u0DVzOAJZoBQ4z1DQTADbGNed+J7rUxftUiIBwa05HhNjEHndWHWy59yXY9mfHpNDx4b15VPJw5A0w0mfbKRo5Vhxl3Tn4kXtmb765cx8rYxPD60NY8Pa82yFfvo3SyFObf2pXDB49jtMnNesG6YAaaMXTiqmor3ooAkCHgcMkockSEKgjlZj2esoiCYa5bjQtROm/nWJpn71x02sxQLxzSrFQfJTPewaGcFWX4HXZomoWoGN17ejWV7KslOdhKLaXRo4qfZFW8w7/NfOVhSR5MUF9WbVvPzxHN55obuzLipBy6HzLJDZUiSRKvrP2HQtF9o08Ra1fyjFSGePK8Nkx4YzdqD1Vw/fQF/TBtGx6tmsvj9u+h277f8/MBAjp0MMPKttRya/xitrvuIquVPMuieL/jslj58uvwwn/51jJ/eu5tODy1g80c3M+iuT0m3MLgGwgpHAyFmPP4ea5duZdkn9zP69ivoc+83/DXnBzKyk+mW6Sc3L4VO2R52r9tGmsfO27f15c11RyA5hwO/LkLHYP9nNyFKIkeqgmw7EaT482st8xNAEk3x+bqYXh8MFc1UxjPigykpvnQyrOj4HOa8PCFGI4tmluuxmwiCkKITiOr1SZqVVhWI8uFVXXG5bHy++RjfzbyRqe+uJRzT+HVnGVVLH2fST7uYMqiA0Vf2o9+5bQlGVa56ay0/bivlscnvsmbaMOZuLeLRyzvw9NJ9LJhxGROn38aRY5Wn5cMZB1cTHdRwEokWgW409FoTQytVM1A1c6dPoqRNBGeb/I9fbeHpZuWkEVE0qsMam/8uYv+vz9Hmnu9wOyS6ZyZz02urzAAWVejXIolflu/jwXfXUVkX4/kL27PueCUxVefde8/l9rlb+XxTEdd8boq3Tf9hl2V+glkNaYYJSYkqev0AK7FTyjAMHLKEGhcVsckiMdVsCzhtUn3W4LRJRBSNmKKh6gYOm2h55prutvPAuS15fNEeuj/+Kwv3l7BuTykbtp5k6/FqbhrakvK6GK89eTmZ7dvTNtfHDbM2s/rbJxFFgXSXgymfbKJb0yRenL0Ft8dO4axbef/ec9h7zNrtn7mpLrqMfporO+aweVcphz+/kbwr3mLPt5N4b/0RbrumD0OmLuSne86mT/ssWo56kbLvJpDS+252fDaeO2b9zbvjerD7YAWl4Sg9uuYyfvZmtnx2OzUWCqa3SPNQHVG4cuINvDR5BMMmz2P68Daga2z+6SlcLhuCADvm/8KMH3az7bPb6H3rh0yevYVff9/Hxg9vBl86vXOTaH3Vm7z94BAGts7g0cGtSLn8Pcv8BMAwy/nEgNouiSQ5JZw2kWSXTFjRUTQDR1xr1i6byZSmGzhl87lP6P76HGbmapOsD6wJq6iLkeZ38vWi3Vz/8nKatsym96ML8blsTPh2G16HxJj31rFmw1GevaA9Yz9cz/E1v3Nhx3Sy+g2kz2O/8Pu+am6bMJP7z23JN9uLuaF7Ht1aZ5/W7/8/IhHUiw7HA2bjSV/jIdY/15H8821CpcjqSWFNUPlf7L13eBT11/7/2tme3jsk9NCr9KoIIr2KIoiAotIsqKCCKEoREVEQsCJFpCqCdJDeW6gBAiGUJKS3zdaZ+f0xM5v4PL/v9wPPb/3j+V2e6+LK7rIs78zOnDnv+9z3fQjzN/Fqy6q0aplInZd/4avx7bhfYKf3rF0U377Fd6fucHhmD+4Xu2jaJIGhvRuyPS2HlKwiWseFYTXpaRQTQtuaYYxolsCPzzVldq96pG71rXuPTlCmHWjQisMtKsdOvQmJqluWJMvYXRUXtQbL6HTKKPFShxuDXsFc7S6P8r34+MBezyqly4tfcOteMe8OqsfMj1dz9q/zOModtKgaxuZzWUzfcY2aIQHkZNzn7S1Xmf5kbd787SIjlp+iQWwwrZtXoU6klW4da1BSVM7uGw/oWieaBonhPl1ruUvkzIYP6PTeZjZOaEe1PrPJ/X0iyYO/oEPNUIY3jufjl1uT/MIPRPgZuLT2LSLbTOLe4S9p98GfzB7QgGFLjvHFc034PeUBo1tX4eVOiTz2xgb8fGjlKCNTJyyQ+X3q0SQyhE2f9KXxkLnsnTeYrGIHl3YfokmVEDBa+GNSe1JzSlkx5xlu79jCsdm9eG1dCrc2vUW5x8OJH8Zi0gt8d+I2rd/bytIPnvbZOrXQCzqsRnWirizj9CgNLqdHwmoUCDAJyoh1gw6bS6LEIRJkUXZXOp3S0CpzKTswDdJyVDLf91VYLUYCLQamdqnJkY970OyxJG5fv094RCC/f7OG+FALo5onkJZ6n9wTB+j72V4KCuz4JzejVkggVauGkPpFH2Z0q83ZzTPp881R+teLYt7BWw+9hkcerS3+1+18pccaxqpVr9rrCq8V711MYw9oXFjAp4B2cmwgUU/PgdI82gwfhJSeQtuqz7LkRAZmqxlnZCxpD8qoP2IZSCJCUBhPTuhE9VA/GsaG0HrKFkpSjtHuhcGcOppG9tDHSM8p425WKSc2fUTjqg9nlvtQUckYW5B1yBKYjXrKnUoiDbKacHlETGqzyu1RqltRkr1NMEGnNLREScFhAe/UAl9GoL8Jm9NGcrUwvt2bTsGe6bSfs58rB04y/+AtRratolTgHom1n/Rj7KIjrPliOdkHPuOz/TfZdeMBiwY2pKDMhb/RQK0oP9onRnCvwM717FKfrrXcJfLW5kvMG9+B+YfSWbfoFeq8sZm0TZPpMmsfl1pVRRB0bPt8KIJOR4P+n5B3/CsiOk3l+p8f0XHmHr4a1YKP/rxKv8fi+fV8NumZxdz5YRjV68/x2TqdHonu438kqXlD3hlQlxkrUwhr0IQnRsyFsHhydrzP04uPUueJTtQftpjabZrSoUkcVG/KgsPp7BjflpwSJ0EmI23f2sje2f346ehd0r4ewPar2T5bpxYWg4BbkrG7JK8eSK/DCwmUOEQEHdhcUiUerESwRe/1VQ7QGmBGhX0kUSkP+Cg8osTB9FxGTV4BRVlU6dqTZe8+QYjJBEMa8XhyFBfvFHNwdl9cnt50mPgLxmoJ2DLvUTc+kJtpueSWupjy51VkWSY+MoAjd4uY3KE69Ufff6g1PNItWMt/FRWp8lxjCig8V6kiqUoVc6CMBuFvTAONllWRYH2XXa9ll5LcqTXjpr/MsVUbeW/2ePLLXNhcEn2fqI0rP0ep6nQCdds15Y3R7Viw8TJJIf7UG/IFe2b04OzmmbzQOoGM75/j+NUH7N1zmYFtq3A517dsAY3jqtkkGtXKU4OgnW4Ro17A4RaxOz14RAm7mnjdojK7ymQQVBhGwbatJsN/h118EMUlDtJ2zWZ860S6NYuj5qTfuXLmBudWjmfb8Tu0jA9j9DurqRERwOKDtxEEAUP1RhTa3IxtWZWJU1aQcq8Is1GgblQQK3bfJMTfyMtrzuGy+5Y2FBVgJje/nPgAK3fyyriYU0qD+rFM2XqVLW92ZP+ZezSJ8+OdjRf5cPtVcvfNJKLXfO7v+YTaL/zI4Q+fZNisnczu24DfT93nmcYxvPpEdWJ7zvYp5pqeVcy4Cb24vWcnCQFWenepycBuyRCRyLWVLyNKMq1qR2C1GsBRSubdPKZ2qUGnJxrQNjGIMoeH707d4f2Nl9jwYU86D/2YazfyqD3pd9aezfLZOqGioaVd33a3oriyq9ipKCkm3wFmPbIsE2zRYzLoCLEqc+hsLuX95WqlKskKPGAUdD6HsAKtBrZczgN7Ca1GDOXJ1lUZPXUtY5ceY9OVHPal5jB6+SnsLpGen+7iwfqx2Ept1GjZmHe2XsVkNuFwifz553liQv2Y9XQye1Oy6DZrD3rrw3kPP/IVqDmfK7QfnbcKrTAeVsv/SootQe1wV8Zr9YJOHbWtvuZD4MVeVk5ifBC1Ii1Ete7MrEV7iAoyoxd0/HnwFhkbJlJkc5G1YRx2u5tFq07icrjYev0B5395nYQwK+eyC5nyw2lqT9jIt8OaExYVxoLVZ0gO963vpA68ZseV5ayiipuaDAJ2l+jltoICFWiYq1uUcLhFHC4Rs1GPUS94GQW+3mqJLic1n/2GOnGBvN6+GjGxIayc0YuV5+/zQtfquDwS935/C72gY0y7qgzsnown+w5fH73Ncz+dYs1+E50BAAAgAElEQVRXY3hn3QXO3C/k9P0CMnZuIXbgYnJybDSo5jO3OQDu5NmY0L0GS45m0LtxDEa9ju4Nojh46g6T/7jMpgnteOOL/bzRoybDWicQ2WMO+VvfIr7TZHLWj6Vmr49JXTKU7m+uYcHAxiw5nMHc365yce1b5Nt8x2yIDA8gv8wFops+Ly3k06dqczfPxumlwyl3ejidUUh0oJFL527jX70uVZIimfrnVVpUD2X39QK2pmZRI9zCR/3r0//NFfSbMByDQc+2956kT6Mon60TKlSXJr0yANTfpKfcrTSkLCoM4BRlypwiAWa9V7nlcCtTaY2CjiK7UrEKOnB4ZGwuCb3ge5MTo16ge3IYy74eh8mo54kaoXw8tR+Lx7bC7vLw0uIjrHqpFasvZnF7ySBGrzlPq1bV+WNSew6cvkf22dPYXSKL3nmCfafu0ujlFWTeL6G8tPyhpwA/8piXCumq7O3+e0RNPCB5t/6A93WtgtWaLxrDQJY16azsc57biVMZ7Pz9BAW/vcaluyWMWHWWk4ev43HYeeyDHTSsF82PpzK4vXcXDfv1ZkSnRJpGhTDv4C02bb3AiXn9KDixjxt7P2fk6rPknDpC7v5ZFNh8q3r6u1+AWvmrCiy7S8RoELCY9JTY3QRZjQrHVSUye0QZP3XuksGoo9zpwao+F/6BaqBGlQhSNk8ivO0b9Bo3goKCcjZfymXDr4fZNHcwrV5dAR4XGEx07NGc0AAzS+e9QPfaMZS2qsqW1Gym9a/HJ79fJfX8Tfasm8nULZfZ+lpbIn4c59O1Vonw46cjd7GaDdQND+C5eXvZOKUb297pwlOz99Lreh53f3qeLvMO4HJ5uLLuTcKHfMf9A58T/fxy9v88mRrDllG4eQLRI1Yyd0IHWvRIpvnrG7D6cBpFiMXAgr716VzzbZLDgtALOq7cyOP7qHuk3i9GluHAyt9I6tyFdwbUZcOZbC7cyOPwGSdrxrXF4ZEYv+osB6Z05q/Fo5mzP40xT9fmQEYeKffLfLZOAFGGYIueYoeIxaiIdfQ6ZVKDR5LxNwk4PIos267CAsr0Dh0uj4yE0tgqc0kEmhVsVoMTfH2uFpe7qRYcwIBZu9gw9Ul6vLuRl0Z24LMVpxEEgbPz+mB3S8ztmcyqM3doVyOEFjGhDFh8lN3vdKZO160sOp7BpVv5HPngCeIGpeIfYKZ54zh27X24tPloZ4maKLXGCag+AipMoOGsml+A9rpGbtfp8FazGve1osL1XXatEhfK1S8VhcWtHBuDvjxI6tVsPIW5IIp8/HxjVo9ozvvv/UC/8c/Tul40W1Ny6Dr+RyL8jVSrFUujF5ZBSCxWo56tr7Th9s6ZRA5cwo0c32KDyHh9BPSC4hXgr1JYtCkFGv5a6lBc/c1GvZe6VeZwI+gU6pWMIsxwukXcqpzWl2EQdNzMsTH6/bG0rxnK5jc7Mq93XSa92pWXvjnKVx/0IqpOTd6e8CRnTt+mS51QXpmymu9O3qHDtG28//ZiDDodqTt3gyTy8vJTRARbyS1xEh/h2zEvOaUuqscE8WX/hvR9+1duLx1Cv0+2s+DIbQ582I3h3WpSZ+ImGtQIZ91rban3/BIuLHuebgsOsfjdrpzMKmTtnMGEPvERZ74cxOqj9xi44CC3vn2WUrvvbrA3bmejF3TsuJpP5+fnENljDiVFNpYu2sr+P46RV1BOi0G9yM0uZMaqFMICzLSoF83z3Wti94gYBR3fj2yBwy1RKzaAnVtOM7hBHL+dyWT34YdvvjxMKFiqSIhVr1IDZdwqXdAg6HB4ZO84JwkFb9VgAwkFlzWq13+JQ8SiihDAt9OfAUoKinljbQpdu9Shx3Mf06xdMqOaJWAwGhjcswFDvj/B1D+vUnPS7+xOzWdgg3iuFpQwqH0iJoNAVIfuZBaUc+3SXY7dyqf7gLaseaUNM7rVJib44cYnPbKIQGumQAUtyztET1fRuNIcniomk1Y0t7SfirJL56Vw+SrKXSL7rucwc/ZLvLftKiWFJRRcuYQ+JIIWXRrTv2ECI1ad5cDKdwgPtHDs8gPMRgGKH3D4ag4f96/HvGn9wFFKXpmL6TuukZpVSr1W9TiqjgvxVcjglbRq9CudasRiMem9rACjXiDQYsRkELxcQkHlxdqcyowwzYvA32xQfh8fn7A5Nhcmg8DlO4V8tzONDVeySB63jkv3ijEYDbStEs73r7Tm0r1SenerR82QAD6eNoTx7arhdrrp+cpznMkqYe2ySeStH8utoyeZ26suPb84SIYPVU+gnKd960XSYtJ6ji8ZSWT/RaQvG8rW3amMXHmGfskx1KwTzfQna9Fi8Kfc/HUcj8/cTd2kMOL9rfy0L50D6UXc3vIeDUcsZUzHqiwY3YKEp2dSPdLfZ+vUW/3JLnawaGBDeowZzJ5lr1KUV8SmBSPA42JQ26r8MKwZer2en19ry4avVhAZYOSxuGB6vDCXJ15eTLbNwfUHpfibDVz+/gWO3c1nQf+GVK/xcGT3hw3F+Uq5bu1qRRpk0eNQm6paJepvEtDrFHy2yC4iyWBW5345PDIBKte1yC7iFCuaY76MBjViWT2mJW93qgF+wVSJCmT5uXvYSmx0SAoiIsTKWx2qM2NEM66lF9L6g230qhvLhHbVqNb/c358rQ0H1u4g5avBRPqZWTakMaEBJmrHBiI85IX1SMlVYwsI6rbeI1bIXrWKtLKowDtMr5JEVqt8NWWW8hm+VWjFBJrZePEB1UOsjG+fxA+TH6fniKf5/I3OLB7SmBK7m13rD9Djo23cz7dxNeU2q0c05+M5Yzmz8U8ALmaW0/bZPrz0y1m2Hs2gYUIQaVfv8eO2az5cqZL//M0Gb3Vqdyn4qeDdBWhKOJlShxuPpCjcSh1u7C4PBr2A1VRR6Zap7xEl2eciAoOgY8HhdL4Z3Jgq8UEMqhdLkxbVaJEUyoPrt+i74BC7bxbw9cCGbN19lVCLiVO3i5m85QodOtQiKtjKgh+P8cy766j71hZw2ph/KJ2czHzCwnyXsABiAsy8+s1Rfp32FC+tOsOCaX1oOWM3p+b2pl7VUFq/sJCt49rR6Jn5XNs6gxrDf+DjF5rSr2EUk39NYeaA+lQJMZHUdy6XVrzCD4fusPjgbe5vn8bljIcjkT9MVI8OJCWriISnP2XRwIYkxwUSXy2OAe+s5eRPrzG4QRwf7rrGrulPUTXMj4ROXblf6OBiTinNBvbi9uZ3efmrQ6QWlLLu/F3afbCN/TeLiA62cHLdFp+tE5RzNVCVOrtFGX+TXjVg0eHwKCwAh8p19UgyFoOgJlKliaVFqVNhFGg9V5NBh+S7EXreOHwnj/ZDP+G58YMZ9VgCWw/dxuP2MPKd1TRLDGH2Xzd495sjDH+8GgVXL/PT6Ts0mrKN2h1a0bZGOOMmP0Pd0cvJLLOTPG4dJeVuLt4pJv0hd6+PDB5V7vJrCfW/hsYI0N6vPfeICo1IU3Bp0IBOMyP1UQg6HfsO3WTyz+doUz2czDIHy4Y0pm1COJuuZFPvtbV8N3so26b34OjxdE4vHEzXBYd4tnECzQf2ZOjMHUzuWI2lQxozr28DVo9tTa/FR1n7/lP89Epr3y0UvHxBP7NBGS5oNnibfZpwwK1irEFWk/exxagnwGLE6RHV46hALxqk4PJIPqe35GbmsHr9aRLCrEQEWgj1N3Fi9UYWrTlD9wFtWfRiC0Y1T6Dr3L/47NU2fHPyDl/0rU+4v4nDR9J4vEYIYTFhGIKCyb2YAuFV2XviDl9O7ECo5ZHh//9r3Cu2M+ipury58hyfDWzIriv59G6fRN1X1tA8IYBrG98mrssU7v05lTqD5nNt+Yv8fOQuE5cdZ8WYVnx//C4ffXeMrD+n0mDsKgY+Fs/cXvWI7zmbulXCfLZOjyyTU+5CH53IR7tvsO1qFm6Xh5ja1Wk58CPe3XqFoU1iaT3ya+o/+xVxcUGYjHoOXssn/WYeZ+8WEhkTwo9/3WbOpqu4nW7OX8+lxos/c3rDBz5bpxZakyrc30C5W+G26lUZe7lbqUBFtcJ1q7suQacj0Kz3UrO0BG0xKInX5ZF93nw16HX0qx8PznIiA0xE+ptJmfUUcnoKh74dy+AGcZw4lUGrNjV4tlE80z4YSrfqkeScOcH1fQe4m2+nwObm0ze78faq8wSHB7PrZg6hASYaVn04NeEjndE6VHtA9YLX6D6SJKM3VEx01Zpe2uMKwnsFBxYqjFuQZV+SBUjNLCHGbMJs1jPg+5Mc2nWe5vOH8tO5e/RKjsBdkEvHpAg8kszVhf25+cDG6lEtmb7zOuMer0bH0S2p/fIvhEaF8vzTdfFIMi6XSP83fmb0qz19t1AqlG0mg4K3atirST2eRr3gNXQpsbuQZbCYjHhECbdH8kplBUGHyy0iSgo5Wy/ofC4iqFcrgdLoMF5am0JxuYsvDqfz0vsvcetBKUsHNyKvVIEN4uODmLvxKp1bJND7qyPUrR7GtFGtGLvgAF9OaM/jNaLYezMHq0HP47WiWHj4FjdvP5wZxsOGn0nPiMZxRAUY6fHuRjZ92o+p6y+S/sMwWk7fxYaaWRxfP52EZ5aR9ee7xHadzpXN0zhxN582ry5n9axBfNa7Ho2nbuOHaT349mAGP+y+yYMd7xNXc5XP1llgc5MU5IcoioxqFk/nUQtZt+gV1l/I5vVJ03jz94tM23CJIz+O51JeMTuu5jPtiZpsSc3ix+eacig9l+b1onm+aSzPzt2Ly+liQJsqyDKU+VBJpoXGWXd5ZErsbmKDzZQ5RQyCjnKXRLifAYdHosAmEhdswuaScIlKNQtQZPfgb1KgBD8VczUZfN/Qul/soMqAL7m+dz6dPtnLgUvZ/DSiBU+8PIxQfxOCoCP1y/6M+fU8D4qdNIwKpMOb68BgxpxQjY7Tt3Fydi/q9HifL7+aQJv4cJ755iipOeUP7Yz16A2tSgB0ZZtBwAsXVN7ya4+hAh7Q6Fyal6v22FchekT6P1ETQdAxo1sdGrZK5k6pjelda7HqTCZffzwIs1HPhzuvE//Ee1zMKyKnxMma9SeZsvwc1x+UMfHFtpyf24uFPxzmzK0Cnu+YSNWmDdiyP813C0Vp+omVmlaCTofZqMfhEtHpFOMWp0dEVKtao17A4RK9FSwoDTFDpZtXgEUxePG1rlCng+iYQJonBjG/bwN+/PUUkztWZ+/SFdQau4aEMCsTN13k6wGN2PZWRz59qg6pF9JJSc1hykfrKL92jmKnhy6z/6JP/ThGTFzGhov36JIYjjEg0KdrDTQZ6DB+BbXCrRxa8AzDP9/Hp4MaUHXkCpa91JKSMicpOUUs/bA3sb0/58HemdTr8xEGnY5LP43h5QUHWHn+Hj071qDU5WF0+6q88lRNqr+6jojAh2toPEy4PSKp+WWMGtYGg14ga/sHNE0IYf2vR3lp5Rl0Oh0mk57YUAuLdt1kZPN4IgLNLPw9lRrDf+BqTjkJoRYEnQ5biY2Dc/sz8+PVvPxkNbp/6Fs1IUCIVU9mkYPGsf7czy8n2KJXzfF1eCQJm0vCz6in0KaMSi+2e4jwNxJo1uNvUv6Act2XuxVubIlD9Pkuq6jUyeXV4/jm+G2Cgy2knLpJ0+e/IivHxol7+Xx7MgMZiA6xUjMmgDK3mzOLn+O1NwfjzLjOyTm9OZyRx4KFE3h94tfsvJnDp0MbUWp3cyXtHxARgJII3Z4K44bKiiuoSKSA13pQkir8BhTrQelvPgMKRct32TUg0MKOY3coKrRRJzYQSZIpcrppN2MXVcP9+P38A1acvUPP+hEEN2rJuLHzGL70GJkrR3Lps54Emg2826Um9wrsHPliMLm5ihFG8wYxOMudPlunEjJWk95rFaiFyajH5RYVMxaD3gsTmI0KJ9akGrZ4REWppSVnUZZxqhJaX2u2nR6JEZ0SSQgyM3L5KeZP6khqdglbfpnBcwNb8PjnBxj2WByfHbjJnP03+f5UBgajAYfDA5YAjq2bxtw1F7h75BDbrmbxzfzR3Cl08Vi1UGpG+za5pj8o5faaVxi38BAfbE9l/8xeTFl7kQ0f9eKzfWm0So5i2V/phJhNvDS+D42mbCNzzycM/+A3np5/gLQlg5n3+e+80T6Jad+dZPXJTFrGhtKqVXWMPtwRVA3z426xi7k9k1ly8g73Cuw0f/sP6rVMZumwZvRrFsv8wY2p/uxSHkuOou/Yr/n+xG3GPF2bDbMH8NeVHFZuS6VBXDAnFg7BI0qEJDegaqAfcVV9y3OVZagRbiG3xEGUnwW3SsVyqWNdFM8APfHBRopsLiIDjNhdHi8/VpQUsxbNE9rfpDRnA816/g8I4/849AaB3l8eol+daN7pXZtlU55k2NjerH+lNa/M24eg03HhbjFP1w7n7S1XqRESyLj1KQypHwNhcbSbvoPpv1wk2Gyg3YhB/LAjjWGTV/J6u2r4hT0cLPCIbIGKRpU2dqTyBayJCSr8BWQvzlpZLqtd+JrwQIEXfJcJAs16MvbtIio6mIVHbqHT6ehbNw5nuROLUWDv6j+Z/uEqXpn/F067Yif45+ROHL2Vx5eHbtF9xjYWHUlnxq5r9P/iAG/1rcOaJZuICDRTfPmMz9YJqiuWS5G3BlqM3kkEGi1Lk75ajIp80GTQq/4DMv4WRYklqO8NtBoJCzATaFU+R+9jWMDuFtlwKpN8u5t9b3Xk41UpPCh3kBwTyLzedWmWHEW32jF0qBHMqKYJjGxelfCYcPZMfZxxY5/g6Vm7CQsPoP8rg7mZ72DF0Xvklrl4848r3Cks9+lak+ODSXruW85+0Z/TJ9N5dtlx1r3ahvc3XCLAYmRA3WicTpFjd4sZ0zyBiAh/nl1+muUz+zG4S3Vi+8zn1obXaTT6J3Z/2IM2NcPoMHwev45swe0c3/FHjXqBQLNA76XH2XnwJhuvZFGSnsa9jDxWXshkRPOqPPXmagJjY1ix7hS4HUz5ch8xAUZqRgRSJyGY3KN7mbotlVYvfE1yXCADn6rHK9+eYEinaj5bJyjXfVKgP7duFxJkMpKZWUJiiJWM3DICzUo+kGSZQJMRh1OZNGDQK6YuxXYPVpNi9KJ5M7hUs2zHP9AfED0SB997nC03cngqOZYna0Vz/nou03Ze4/LiZ/h2/TmqR/ozaMx8ckscPPfNUT7oXptqUf6cWzqcvLPHWTbmMd7+4TS/v9SKnm0ToSSXx6f8RkzQw+1cHrmLoHX9NcxVw1DdKi6oNaiU50q1WmGKreO/JlGPKKlJwHeJIMRi5MiOWRzLyGPk6Dn8tW4mB27lMnVEc7pWj+TdXR9Se9Jv+AVYCQ628OmUJ2k6/lfmvt6FvsnRjF44kIHLjnH1wl3mjG/Pp2svM+ilfnz3xa+c3zSN5FjfactBprjUQTHgdIoYDAoOJWqjXUQZUVSOn17lFpvNehwOD3rV7MVgEJTqEOXfeTwSFosRh4/d/UUZGiWF8fa83Qz6eSS73+9Kk8FzaNanK081iWP19zu4m1umTFSorTTaDk7ryldHb7Pr1D3OfdYbm9NDg1fXsCc4gK3vd6f7h1uJjo/AVuRbKlZWmZN3J3Tjrc2XOftFfz4/eItmg2ex48e30Omg+4vzubvzI3osPMyanddJmfM0zT7YibVDIjtO3+fo96/Q7qM9XPt5NK3f38aLfRtwYeN7RD05g+T4YJ+t8+LtfFqVuPh2aBNESeZsViHvTRnM07WiWJlyn1YzdrPy04EEGI30H/4x0R2743a6aRIdyhMzdxEQaIWqDZjUNokrt9sR2WMOyz4bzvCJHej6/mafrROUaz/IYqSsxE6IvxFbmZN4fytl5W7igyz8dS2fxxKDMAo6ysvdRFjNPCjKQUgMpNThplaUldQH5UQHmghQm1olDhF/k+Dzhlb9hGBqv7aehRM7cCvHxjtbLvNxv/pE+ZupP24tt757jirDf+Lspg9p9upKAiPCWHE2k5lRgbR6axPD3xiGS5Ro2CCWG9llvNmhGt8Ieo4vGMyIPosfag3/oxZtZWmrUpHK3kQrySAgezFZDVcFVINsrRMu/c3MxZeV6+XbeViMAklB/sz+8g1OPyjkuSZV+P3yfX65kElypJWiS2d58rUhjG+TxBPv/Y6cnkK3mkOZsesav685QLcB7Xh9chcmLTnGi/0a4vDInPrlbQYtPuqzdYKCVSXGBBFgNWJzuPEzG3C4RcwGvbch5XSJCIJO4a6CF291qd4CBkGg1OHGqE14ECWqRfjx4y8PN+vnYSMn38Z381Yx77MxVHtxJVs+7UtArfpcOpfBzes5HFr2EouPZ9AqKYh+9eLo9fURfnyhBYJOR0ZaFgOWHePs9sMMGdOLV1pWJTLIzLVvhvBnahafb3s4G7eHDVGUGdEsgT6HDjP5j8vUiw3k8u8f0OPzA8TFBXFl8zSq9PyUoyveINfmpOro1VxaNIQmb2xi78xe9Jt/gIVjWvD0gkMsea0tM/+4yvmMIu5tn05MtdW+W6gsMbVLTeoNmE234b3YtWobaxeNpf2kX8hfP5akUDMLdqdhMhn4ZtnbHL5VzKhmCbQeMI27+z/nrT+u4Odn5LW154iN8CfFUcqcTVepXT2MVe91p99aHy5VlkkIs1JwPZUw/97kZ+cTFWwmO7uUhAA/snJtiFIEAUYjD7JLqB7iT0GxnZohAWx35BJgUnwHgix6ckrdODwSoX6Gv+1qfRU6oPzKKWoE9+BaQQl37hRRIyKAqznFuDOusuNaNnWb1mDqtqukrxhFqcNDcbmbOsOWMGBYZ1onBrLs2B2GtIglNb8EjxjI0InP8cOZu1x8SCreoyVX3d9HtBgNOu9zzb8VQKg0gcDtkb1TYLVEqyXnCtzVtwfXZDVj0gt0HvIh/o3aEBoRTP3wIMa98jkXts+l2cT1XPtjGufuF/Hs4iP07tkYj9iQc1mFtEoK5qt146j16lqC/UxEx4by5Td7+GPeEGxOD2k7t/t0rSUldjb/+IciG5UlcDuVx2Y/kNTKU5bBZAXRDS47mP3BUQYGk/YLg70ErEHK62q48n07OkXQC5iT6rL68B3ef60TVUP9aNumOrs2n+T298/Ree5+nu2URKu4MF785RxtG8RwLruQlIxCDEYDt9JyMUTGs7B/fX45d5clP6dhNuuZ9FRN3D4mOlqMAoOWHGPh801ZeuwOiWFmnv/pFGvHtWP5uXt0/2w/x1a+yXNLj9G3fSLL3n6c4SvOsO+T3oz++TTrJnVg0voUPh7cgKVHMpg1oAH70gt4fN4Basf6rnJFVpRL334xhgkLDnD6l7doMWEt/qEhhPeYgyk6gcYtqpGba+Najp0160/xy+INXNs5h2Pp+Swa0ID4F1dxbelQqj+zGMKrMqlPbS5n2xk62XesBlAmD7g8EhhMisWgvxUAl9OD2SBgUkUvkiyjN+gJsBgoKnIgI6MXNJtCBQ6wGAVEWVYbYL73Hr6eU0b/WSP44tAt0u4UERBgptzp4dkp67nw2zS6z93P2U+6E9v7M/rklJGcGMqV9AKGDH+cpYMb8selTHZ+v44f987i5gMbL604zbULt0ESiQx7ODWh7lGUUTqdLhfI+J/9uv8xEn01X/0fXif871mrz9YJ/661Uvxv+f7hf89a/3/3/T9Scv03/o1/49/4Nx4ufG/6+W/8G//Gv/Fv/Jtc/41/49/4N/6JeKSGlmANkpvUq01BuQu3KJNbaCch0g+DIHA7p4zasUGq5FXG7ZHxM+vJKXMSbDFyPbMYsbwMBD2NasWSWeIkOsDEjewyqkX6c+9uBqVFBT4hZFgCQ2WPOZTAAAtav0ynq2ibSbKsONvoKp5TyToR5Z+go0L7D4riSa8XKEi/kucrfCgkLFxOSkqi2O4mr8yFraCI5OqxpD0opU5sECXqPKwyp4jT6SE6xEKx3UPVUCuSrMwfKnN5yMm3US02iFvpWZiCQpAkCXfxA2Rnqc9ILpagUNk/PBbUUeiqPTqCTuc9Xtox1qEcN82SR5K19yk/JUnz8NVRmFNAqMVNfl6ez9aqtwbJdWrVID3XRo2oAK6k55KcGMG1+4UkxQaTXeQgyE/xzDXoBa97m16n83IuBZ0iyqgs19YLOlyFWZQU+uhcDQqVgyLjkb1H8++kxMrH9b8e3/8aOpTjW/k9ebd8d66GhkXIITFxlDhEr6JSrmTFXBlg1K47WX38N2vBSm/U/r4sJxNHaaHPvn+DX7BcrVo1JHXA580HpVgtBsL9TVgMeu4X27Ga9JSUu0kM9+d+sR2Hw0NQgAmDoCPUaiQtu5SkqABAsVq0ORWjJFteJvaS/7zWR2MLmIK5WnUsez4bxOLjGfy2ai/6RvU4NK0rSUOXcNNRxoavRtOpViRDl59mQb8GNBo8F6Fxc0693YU2Lyyk3cAn8Hgk9r3UiuSJm9g6+XEGfbID2533/mdH8f8lgqLiCRs8n3q1IrzqEINeh0WdTWVQ9fpmo4BBUMaqWE0G3KKEUS8gIeN0KZI8bYS14vQv4BFlNoxq7jOgPDExiZgx33BkTEuu3Cthd3ouTyRFsPJCFj98v4cXXnyctklBLNyextdDm3CzuIz+DeP59fxdJny4iaqN63LwzY7klDjpOvJz0jI+4POD6XzUrRaNmzfz1TIBCIyMo+/stZQ7PfiZDThdIiaj4FXg2V0eRdBg1GN3KRegv9mAzen5G2XMYtRjUCeE2l0eNn25nET5sE/XagiKZsf+4zSauJ6j3z9H9MDFnNw0jsjeX3Bw3URavLuFb8e3Z/b2azzeKIYyp0i5S/Qa3xTZXF5/YklSjHVkZDILyrn61Us+W2dgZBwD5q713nw8kpLgPZL0t+Gdgk4xQHF6lLE/Xs9kzT0N5UYmqjcILb4d0sBn56oYEEn9Sd8TF+aH3al899oAUkUCW8GDh78PK1XUmoqiUBusqcnjAba8/6yvluu94K4AACAASURBVAlAcHQ8X63bxbTfLpObW8byF5pSOyyIl1acJiLcj9yzd+jSuTZd64RSPzyYnjN38OrgprzWJonPD97il99TeHNwUzomhjJ26TFG967LkPpxzN6fxuYpQx9qDY8EC1RPCCMmKY6uE39mWNNYNi8YwU8vtWbF2Tuc/X40R38aT2KIP1ful7J350Wm77zG/e3TaNuiCjWj/Xl2bF/e71qb2b3qs+LMHUpTjlLodNG7R0MsKq3DJ6F6FQRYDOh0OqxmvXISyjJmk8IfFXSqrl9WOLo2p+dvRieSamKtVwURWiL29WyqSxn5TH+yNpsv3Wf2X2lMbF+dr47dZnC9aBq0bQhAjzoxXDlwkgCLga61orE5RXLK3Myf3p+lLz5GdLAFUZZ5sHcmgRYDPy0/oIwV9vMtz1VSL1w/s0Ed4a1Uck5VJKLxbLUJCQCldjdmg3JTc3lENfF6sDk9OF2KTBe90edUHIBrD0po3LwaO1OzadejBUuOpdOyRxsO3MohoWo41wpsWCwGckqVnZifSU+pw6MMULQYCfYzEmg14pEkCm1OCkqdSmLw8Tq1xKr8VF4zG/Texxq9STveHqmiPvVIyuQKHUpC1qpt7Y8vI9BqoF58sGKJKSi7D03KrhUxGoe9sleISZsWq/qKiKptpnaDBZ+7YyID+Q4XD7JLmDq0IcnhQfSdt4/kamHM7lmPhMQIfny2CXeLXPx8PpPI2FD8TXoWHE5n9W/n2T69B52SQpm6/iLLx7fjj2N3eWzYfPo1iMKiCiD+UzxSpribV863L7fkp1mDqRYWwMfbUpn46zkaRAbyoNSBW5SZtiOVevGB4HbxZvvq3MqxMbljdTrM2c+ENonUig4gLMDEp8tPkX1oPlNXpRAdbMZsergFP0xI6t3SrX7xbo+iZxZFGbtTRK+aSrvcijZa2/Z5/WdFGatZrxiouEWvo5dOx9+qAl9EZHgAgk7H7N9S2b72LyLbT+b7Zxrz1Mtf8+qT1ZjcsTp2l0jWlsn4mw1UH7WS27k22sSH0r9+HBuv5hA9cDHRQRYy8srZcS0bg78f6QW2f4CcrcPhFrE53OgFJcmW2t3eRGrQV9yAJEmBXvwtRox6QZHjqttvQdDhbzbg0bitbt8OJwTlu9xwKYdXOiXy/i8X+Lh7Ml9tuMT0HnWYtekqz7avyrojd2iaFEZhmYsyhweXRzlXAq1GjHodxeXKxAGTQU+Qn4lAqwIj+DoMguAdp64ZG0FFtWoQBK/pkQ7F9V/Q6f42gl1GxiAol7NerXhNPhxHA+B0S+TbXBhVebbi4yxUmkAiV1JiKhWtUVUcutyS1xRfYyh5efH/wA3L5RbZlZpP13bV6FojmlHLTzP0qWQmtEmix8wdlJY6mbP3BtdzbAyoF0XbJnFIsszQ+jH89Ukvhi09xqfbr1FcbGfZ8Tu80bMW536djMMjUm5/OLexR4IF9HqB2btvcPVyFjNHteByyh3GDXuMVkmKv2Whzc37T9QiI6+cd8d3pVZsAAfTcqkTGURYmBWDXiA1u5T9GQX4Bfhx6V4Jn49oQpukCBb50B5Ncwo3CAIYFaxMUz4Z9ModXjlhRe9jf7MBu0vZ7kqyjEkn4PIoxil2lwcBxaDC6OMTNienmG9P3+WDAXUp6lmTJTtu0mDKdr6aO5IFW25Q0FVk2md/0rBdQx5vHEurDsl0fvNXUpaNoHrXKRxZP4OLXZtxLquQ15ccw2gyggxbr+WRXepbkxlBp9ywAq1GnG4JnQz+FuPfhiGajYprl+Z5IOjwqsfMRh1Ot4RJlU9bjArpHLM/ksO3NwJJkqkTZeXSg3KiowPIcziJjgnCLOixWo2E+hmoHh9M1VAzd/LLCbAYvBe/wy1SUi4SGWimyO7G32ygzOFGVCtMX99gJVmpREUJb8/C43WcU46h5otaOTQowKQX1JHqikWlBm+5xH/AgRq8MJBOp6k1Ba/kvUIWj2rSVOGcp1Wt2k9JnUQi+97XHbdH4oMnalHuEnn9t4uMe6oGX29LIy7IRKtW1fiyXwOO3skjr9zDe79domeLeKqFWdh/J58ZM9fSpHs7lgxtSmpeCZIss+pUJpsv5D6Sg98jZYqaUQH8+FwzXA4X7317gprJ8UxsV4303HJMBoFvjmfQd94+DHqBJrEBNHx7K60Sw+kyYwfl5S5avvwjk1adZe3em+ScOsJfGflk25zYXSJ+vjRL1uG9SHTqNlabnKqdGKJa3ZoMiiGKW5S8Fn+Vw6lKUT2ipIzA9vi2comNCeFYSiYjx35Bq7hwAgJMrB3fju2X8zj6/uM43BJtn2rBxS07eKVVIlOerA33U4kLtSAkNSQu1MI3Qxpj0Qv89k5X9AY9f83px8FzmdjKfTtMUVSxR7tTxK1euIK23dMLXu8Dbb6X0SDgVB3oJUn2eh1IsiLd1anVFy77f0sc/19DlmU6JUawWvXoXbg/nU6NYll28g6dGsVwJL2EiCALVx+UEx9mpaRcqcZD/E3Iskyg1YhOp5jqmI2KEbmAmvh8vN12i5J3DpWk7rj0OgVm0apUZYyK5N2RAd7XPJKSTHUqZmsQBO/IIF+G9okeUamiXe4KUyYliaq/j5pkDXrNTlTnfV/lZWkQm4+98gGID7Py0Z7rjPj+BDdvF/LXjUKqVQlmSKN4/tpzmWk7rzHlh9OcuZ7DS49X436xk0kLDxLuZ2DEq33ZOLYNK8/fZ/YfqczffoP3Hq/F+csPCAs0Y3hIaPCRkuvlOwVczCpmz8c96dq5NnWTQhn1yzluF9u4nlXGh91qExEZRESgiWEzd3B1fm/m7L9J82ZVWPZcM2a83ZPJ/ZJ5cC+X639+xLVsG2+8/T0Pih2UlPpuayjLMh7VSEZLslqn12zSe81kQMEEHW7FecpkVP4Iqo2aoALvTo+IR4UKfO00VVTmYsP4dvy49A1C/Iyc+fMAof6KrDWqzxd4RJmNo1uSufdT1l+6T+OEYFK2zmJX6gPMVjP1J24kwGKgQUwIcaEWkmtH0nfePtIOHsFt9+12WwfeKiTAYkAQdDhcooLviRXHs3KzCiqgFINaVVmMyhBGLzb3D1xdgl4gyGogMNCCRS8oZjYq9lfqECkpdyHooLjchUdSqmtQEkegxUBJuZusYgdBViMZuTZliVpzyceL1WABwFutaqwKtyh5YS6DIHjZCx4VhzUIApU31VplJaimSf9EaLCAQa/D5VaSaOXBo5WTqVahajdcnZpstcoX+Js3sa/ibq6N11olMrhDEr9P6sDYllU5ePA6H++5wdjnWzOrRzJvDG3MhCdrsDnlAUfOZ3Jh4SCi/SwcScnk66PpnM8o5IO+dRnQugrTdlylffN4utUK8zbs/lM8UnKNiQjg3TUpdHnvD5YNbsT+4xkUljh49atDfHkkncxCOzve7MDA707QoUs9Itu+wf2Ccj58sjZjVp4hNdvGa++soF7jROYeuMWeQ2mkbZnG/TI7iTG+9fMURQXj0ZKqTqecnJoJitLpVPxR9YIyllqv02F3il73f7dHwmTQe7vbdqfoc3f/pAh/xW3IZKTu0+/z13fjGbnyDK2qh3Bm+av89GcqpQ4PLT/cRbUQK1mFDrp8vJMXZu1iQK9GtGxdnR03sjmfWYhRL3D+3F22T+1KUK161PDhOBItNCtEHcrkA7eoQC4aBKDsBHSIahI1GyuagNpF5JEkxfBbVLaUCHqfJwJJlLC7RKxWAw5RIj7CH6f6/xsNAkF+JmxOD8F+JmICjZSUuwiy6MksLKe43I3ZpMdqMlBidxMaYOJeno1yp8fLJvBl6NQmFCiNLC8mKVXAUNpN3aAeZ72uAibQqE6CrgKnlWV8DmHpUL5DrYnlEWVMxordiqBW3spWX/5bEq38XIORNMzV1wULQHSYH+dyiljz1y3e2XKZUd+eYGjfJszqkUx6ro3On+xhy9ks4v396JwcwcTetfnuVAZDpm5g1jMNGVg3htc7VWfCsuMsXHuebwY1pn5cAGvPZT/0ufpIZ0pWZi5NE0OwWAzczLERExtEUmwQZ9f9zlPj2vLu1iv0bRzFB93rsPp8Jml7PiPU30R2sYPCQjsvDIzniz+n8tule4x771cICOVAei5PJ8eSU+I7fFD73S0mxXBaUI2mPZKE1aRQg7TKS0ukWgIwGRQqljbHqtzpqeRfK/ocbxN00Oq5edzfMZ0/fp7CslN3yLhdQFHdSJoPmc2nn46i9sB53NsyhX7LjuNvNeJxeRj9XEuWrzvDtSXPsONaFq0Tw6kx/AcAQv1NfP5Ka0Zt9u3cenTKpFkvNUl1ObOp9CptkKJBL2B3SpgEHWUOD1aTHgmFb2hQdxKSJONvUZzA8Lh8DguAMkcsMNDMjTw7ZoOyI4kMNOOWZFxqozIqxMjp20VUjwkiI78cUZIpLlcSamSAiZs2F13rhLIkLZ868cFc9vH0X6hgYWhYq8JIUKAr0cvIUG76GrNAo2UZBGU3oDWzvJ+h0/EPFa4Y9EpVql1XGgVLw4cVX1e8OLxWmGq4qzaHDxQbS4Pe98YteSVOUnMcfDW8GRH+ZhxdRCasPc+Tl7LJvJvPG88146maUfSZ9xf52fnMmtiZvReyOb3sBTyiTJ/P9xMYZOH1IY3Q63R8uOsaMSFWgvyMXh/q/xSPdGurkhDF/r1XuJl6n503c5jQrQYZ2aWc3/IJ+28Wce5CFnVCg2hTI5xfF/xMzQHzSBizhvbTtjPtmQak5JTwoNhBcmgQU94ZAA4bCQF+LD1++6EX/FChA6NRj0HQupYVd06PJGE16704l8Mt4vJIavJVvnSnS2l8aU0Xs0GP3amQzcudvp1LVO4Sqdq2LTuuZTN3bxob/zjPnBeb4RZlXn9vOIMaxNF/VC8em76L03/s5cCKjRz+tCfF5W4uLx5CoMXA6pOZRASamTflKQz+flhNetySRM2YIJ+uVUt/Rr3gZQsABFoVypeGr2qzm1xuiUC14SWrMIHDLXq31d6CRW/0eSLQ6wUe2BRYxC0p1fX9Irs6BroiQTwWF0za7ULGtarKn9sv8lq7RMqdHoyqyXO500O4xYzLJeJ0SwSpWKwvQyP/Vw5Rlr2je6By5Sp4cVaFlqX81P691nATZdnn65SpoFpBxZw8rUlV2VpUm5+n7RK1WXGaz3Pl30mzJvX1Yqd0rs4LXx1i+HcneHnFad7pWZtvhzenSdMqWI0Cb22+RJ/Ha/Fg1QvEB5rpWD+aQYuO0Ofz/TRvHEfbxrGkPiinyOHB7ZFoHh/AoTP3/zZt5f8Wj1S55hQ7GNCnCU8lh/P614cpv57CsDee56czd1mz4Qw6QcfoH04SGelP2q7ZTP7jMjO61eFabgkrT2fyTNMYbuXbeO37kwQHWzn1/Uu8ufkSZ06mE6zijL4IHcrFJcpKhaVNQvWI0t+mH0iyggdpHFaNGqTRwiS5Ysum4IhKteXL0OngzsXrbKoTSdd6UbStFY7NJbJqyyWK064T/MEzNE4I5MgpEZw2LmyeQXG5m7bVghn6w0l+HfUYAIuO3OKzFaf5a3Y/Zuy+wY+rjyEU2n26VlBEAaKkUNoUqEXnxfzMRrW5oYoL9JVubkbV2Fu76HSymmAFHQh6dD6G3WQZylW2R0G50tgUVCqZ3QVBVgP5pS7MKh4bFmBCEiXyHS6aJoVw7HoeAeZwyuxu8h1OzCreLoNPIYzKnyTolCMpqnQlj4RKFaz4+/9G1dJrTSwtsSlVo+kfYAtUTil6Vc2ofacaHcug13kH7Sk2pApMoCVlg16nquEqdjmat7MvIyLYzOu/XaLNY1WZ06sev1/N4tDtYqYeTqFds3ierBHFz3+l07lDItHP/0xC9ViCgy0M7lyNQfVicbolXt+YwrNtq3D0VjFlDg8xfhaebpfI6o3/QHJFBzv3prJp0VnSts+kZq9LPF0nnInfnuD3j3ryzNw9LBnZAr2gY8nx2+zcc5X5feozct4+Oneqw+4bhUx/shZ+fkoi/WTvDWY9XZecTtXp/8T0Rz6A/6fQ5JWSJONW7+xaArU5Pd4OpiRVdKy1qat6lRwNSiJxq9itReW82hy+7cCXuyUSG9Vhds+63C6w8ezcvdhKbJxYOAR/c0+avb6BwNBAzs/thaDrQUZeObVjA9mTnse9e8VYTHoObT5MvYSelOYXMXr5abZMbMeljAJuXPDtjQAqqlNBbWg43CLlTo+30aI1ftweCbtakVhNBrWJKGMyKDcuramoiAgMyL49rEiS0nHXxAtlDg+xwRYKbC6sJgP+Jj1SgInNqbm0bBjDp/vSGNivGftuFFJQ5qRRUhi7T9/n2U5JLN55i2c7JrLrUg5BVqNPIQztkzQuq04HqM0rGUUIYNBpyi28lap2Q/N26MWKyR8ajOBzLFPFSTVVntb9FwSdd7y2R1SuO6NB56VkadiqtlsQK9G3/gE0CFAUdn0aRZFnc9Pny0Mk1wjHatbz6bBG+BkMZBTaqBoXxJyt15j7emc6VIngfokdtyQxesUZMm7lsHRiB85mlTK8WRy/nMsi1+5g+9EMbA/Jc30kWEAvCKx9tyvNB/VWZKGCHotez2ejW7AvvYCadWJxSxJRgWYu3i3Gfu0cB9NziYgJ45tBDVnx63FqjlzOpD61WTmmJQ63yLtbr9AkIeSh6Q0PE5Is43S4cbqVStWoktfdooTJIGA1GSppo9UEYNZjNem93UxQtrFuj4TJqCRlUcWSfBkxgWbe6pfM1ZwSRn59mG5PJGM0G+n7xUFm779Jm/a1adwwjpbTdyFKMi/8cJLsIgddEsOJjQ2kzvgNfD1zMMtm/cihBc9gtRpIHvsLJ/ZeIDLAd7sBUI6ryyN6b1ySJBNgNiJVqr9cbpW/KssEWpTtfrlTgQNMqjpLUw95RFWqKfp+BLQgCFj0eiRJJshiUMycDQqUIUoyD0pdRPobuV9QzqBG0Rw+l0mAxcDABlHs2XWJSW2TuH76Cl2rReByidicImEBZkrsbp+eA9pHaYlVUHFLUa4QBUDFeapTRQXKa+rvqmKZJhWuEXQ63ydW9f8z6JXiQ1ALEZ2uooFVWUigsQS0v9cqV62w0a4/l3qz9vVqJUmmRVwY326/wdNtqtKrYQSyDKNm7eJGgY09NwtITctncs/aNI8OZdTPp3l5yVF23ijAbndzel5f8u0u5i87wAebLtMtOYwgk5H+Havhb324mvSRMlp8iIVZu2+wZGhT/Ex6vvliDAPfXctHay/RKiGIlP1neWtNCmNWn6XY5gLRTa3QQKpWDeZuvp2TC59h5htdaRUXjluU+eHZJhz9ZTM1nvrAO83UF6HdwQFVBKDgfBo1xOb0IKp3U207o4VBELwnj9VkUPAjnc7LKtBGrfgq0nJttIoP46/0IvR6PfsOpXHmy0Fknz5BmJ+Rgc1iuHGrgHUT2tH+k724XCJNJ6zl9Q0puFwid5Y9w4SJi5g0fQyLj2fgcHjIWT2SJu3rceHaPZ+uVa8eE6Pa9DMaFK+AALOiwtKwuHKnx+vZ4Gc2KMfPoFc18zI2hxurqZJCC9+OVtfC32jA5fIQF2RSlHqi7KXe+am4NEBOuZPJ/epw8FwmDlEipmo0dwvLia9bk9SCUqKj/bmcWaoa0fh2rdrnaQIFl9oLkGUZl6gILjQakyaPdYmK5FWrYpXPqTiPZbli2qovQ4d3x4/LLXkVWtr1oj33whaC0rfQdoI6XYXc1e2RvE0xDW7xZQT6mfj21B3Cw600jPHjQlY5BaVOzi96htZxoaz64yLrxrXFoNPx9Ed/UlbmZPvUrjxVO4yoKH+6fbafT9Zc4Osp3Tj4bmfyy9289t1JzmcUeSvx/xSPlClklDnfLfu+T6d5B0gK9McUHMJrvepw7G4x86f359SHXZEkmZtpefyx8n08okSDKiEczyxg2am7ZJe4+PbUXRYfz6DZe9vpMWYwMW06UTXUd94COkBv0HvVH1YVQ9XMW/zNBi8DwLu10dybUPiDLrfkhRC0Rpc2osaXUSPCn1UpmSz96RAv961HcVYuzSaup3nfJ1m/N40YfwtlJeUkxwUiCDoyUjM489UQbl5/QG5OGVful0BEVRZ+uITONUPo2CSOWzk2mtWKJL6Kb0crg3LBaIq1UrvbW6VqNx1tQKVBr/POVdNG+ohyxS7C5nB7p9Qiun2vLVcrvZBAC7cKnAr2alOwh2A/o6Icc0rEh/mRludgx5V83uhdi3dWnOO7MS0ZtewEc55vzJfbb/Bk/Siy8suVba2aYH22TvWnoG35VSaARqPSxACCmpgEnU5NuMr5qCXjyklWS/4P23h5lLVWjGfCW616Zazqf6cldUWBpYobxP+HvfcMk6rK2r9/55yKnXMD3TTd5JyDiARJIpjAiKMoCOqoqChmBURFDIM66owEx6woSRFBAUGiICg5Q9MNnXPurqoT3g+ndlU1+r4PzP/w4fm/LC+vDlVFrzq1z9pr3+te9xKFRMnPkZUbPd/qvbWy1ktKtINFf+vFb2dryCuvJ7+whre2ZjHyue9Y8PBAHl62nxe+PsDYMV3Z+MxQXvn5BC8sPURBQQ3fPnIFa54ayvHiBhJuns+6wyV8P30IkW77eTdoXDBp76Wr2pGR8CB7sysY/dAiotJb8vQzH0JdJU0Gj+LL7WfxeDSuG9qGCW9vZuot3Zj/n01MmTgYgHt6Nef3/HKW7img6PARWgxrQ8aVrVj/y4V68v9uqm5gtysBdSaH3dQR0HQD2SmAeAIBUyj21HvNAogmmYHA5VAC7YQm5cSwfMHWelV+PVYMWfsYnn4z9305mXELdjJ5UBo3dk3l+R+PseKJoXywI4tds0aQeNuH3Ld4L/FJ0fzw2CAeWXEQfB5Wff48NklmYHoiHp/O1n35+FSLuaOGf3aaIuNyKOiGuWl5/J1XNsW82SNcZsZf56e81flFcXSveV2dNhnJJoozgM2BbDHmKskS2VW1OO0KLptEjWY2PoDJ0IhwKigSuO0ybRNd7DhRQr+UeHTdIDXWjafeQ9NwNw6HQqtYN/X1PtLi3NRbzBaRMNerQ5EDmaigU4mN3eb/HZjBNpR6ZRg6siQHOgeDv784PKxzkwubIqGH0K90/6Ri01dzWKmgaamagRwCZZhFRgPd8tAKsREOEsLtjHlzE/kHD7P8rQnkd4yntE7lobv6c6aqnvsHp9O9SQx7CyoY8cYvnM0sYNWL11Dp8XGoqIo7pn/GlAevZcWcGzEwGDrjBzp3a37eTQQXFFxPninFp+n0S43i4QEZHBjckve2ZbFTkakoKOabqVdwoKSCcLuNbdlVzJrYi9UHirnq2t58t+EkHz9wObPXH2dE+zg+ur0Hi1rHounw7tL9JFuIEUmYH3ZNg4rDFmwcaIQX+auWkmQecRp0w+wv101cVrQZGrIROO46HYrlmWthtYe3rmrD2cunU+X1MW9LJgvG9+BEaTWJN80HQ2e+08XsqUPILqnjuQev5JXZnzHo1qt5+eeTrF/5G2vencjo577DKMgka/VMqusbqK72UFJRZ6mvsj9bMQyo92gBuo+MH8s0DNz+hSdLZjAzea62wHh1GXNEuKA7GQagei3PXHX/kbreq6Lq5kC8Oq+GLJmZd4RTobTGS6TbTnGtSkpCOHsKKsjIiGVffgXtOzZh1YkiMppFsWx/IWlNoziSV2W2flocuATHVTfMbkCxgev+arxgDchS8AQV2vLq1XSzRVvXA1oZopvLSgutR4iOLMF1FspYsv++EgUv/FCBppuFMHH/aAYosh/Cs3g4JUB5tRdVM+jYLoE/Xp7GvC2nGJoez6JfDjFxUAuSw538Z2cO0/fs4oq+LXjyhvYMTB/IlqxiOiVEM+SpFSx4dTxdkmKY9PEuqqo8bHzpGkpqPIx9+/z8vSBYIC0lFlUz2JlTxcG8SmZ8f5iflm/n55mjGDCiG5M+2sUt3ZoD0Ld5JH/rkcarYzqy64+z3DWmHT5dZ2r/dKKdDno+9yPt4sPpnxLLVYNasz/r/MbVno/phkFYmD0AojsdJo1GaIpqmtGohVEUtDQ/HFDnURsFWbtN9jck6JYXCppFueieEsO0h97i15wKjuXX8NCy/XRvFsO7z4/m0EeTIP8kCeF2/rk9m9cWbqPHNcN4YUQ7vpr/Hf1H9qB5bBgR0RHYUttwOK+KCJeNNq3i6JAaY6mvhuHHBv3ZvuC5CvxP08xrp/k3NgCXXQkccWXJpGuFZlU2xSxoWd0Lb3JH8XNCobja49eVlXEoZqAVpPeDuTVkJISxfG8h/VrH8/nuPO64LIXNhwqZ1DuVn9Yf4dmhrdmxM4v0pAjLGx5MqcAg99PwY6uGv6hl8/NYg0R9yY9f+qvwATzWhBNUXf8Tb9Yq0/1FK5+fGw6N6ViCz6r7mwMEJBDacg5C31XQt6wfiGK3ywxskUC3tBhOFtbwxmtLqfB4sdlknnh3C6+uPobboTD91q7MGNGW99dlMmT2OvKrfQx84CM+eGo4cS4Hf5v/KzExLpY/cgX5VfU89vU+vN7zC64XlLmqusHAZ77jzht7crikmi4Z8exZmo3TJvPFhN4YhkHi0BcYe//NFFXWYxgG64+XM2NCD6a/vYmpC29nw8kivJrOqumDcdoVxr23jfYt47A7rGsrlPzHFMCvJSBwID3YkaWY6k1iMYseaUkCl91UwpIks8XTYTdZBA67HCiEWWWZRTV0mroE0rvy4OUZ7D1bwenKWr7cl8uIlomUVHvZ/tUz5Fc38EC/WB6+vAWpcW7e3pLJhoUPocgSOeX1jBnensVLdvHO1tN0aBbJvBs6M2SetapY4mYXouGiGyfMacMmy9T4fAEVMadNDsgRVtV7cdkVv+CHZsI2ftyw1qOCYgOLkxdJloi024hw2Yl0ysiSk4paL7phUsMAXHYJn2YQFWbHqxrEhDtoHuMku7Te1JJw29F0g/adbglemAAAIABJREFUU9lbVEG7jk0prKi3fCMIBETDQJJk7EowcBoYgQIVmIHUMEKlLw2/qlQQmw2Q9C9CF4HA1CUpSLFSNQNJMoOkyGhBqGLpgcAr7ksBL0FQb8Bqk/3dgW99uJWoBweT0LETcS4ne3aeYsmM0XRoEklWSR2PL9nH0SKTD75s2mB25JWx7p27KPd4uWn6l2z59yRcdoURL/1Ex87NsNnki8MWyMsrY93sa1ix/jhfbD3D/swSZr/+ABsyizhZWMPEL/eAw83dvVKYcFkq9z46ny4pEdzWrTljr+1O2i3v89Xv+dw7YwUxYXZm/HSMJ69vz+ZtmbT0j1OwwmRJwufTAoUsVTPbW8UxNJRCIvm7dSA45kWoaRmGgcNu0nmEsLPV/drhbjuxibFkfzyBbk98z6wfjvDqN4e477J0lh7O5/P9eUS57aw9VcroueuZt/U0dV4Nl13mye8Okl9TzzUzv+fFkW1p3y2D4R1MJsbAZ1aSEGYtFcuAwHFP1XR/x5LD1OrUTQqWTzWPpV6/5oCgZgkIRmxmggPptClgczQSH7HEJIh1Oqiq8+JVDVMiUQqKpHv9/gseptcv07cvtxanTWZPbi3d0mKZ90smkwa34IX/7Obank3JKbK4pZhg0UqotYnuQafN1HAQgTV07Rn+/xR/MUsUvEw81t/5ZDV8IZvC6KqmBylUfl6zuIdEPUMoZwGBzz6Ay/oz8NBNw3Iz4L7P/2De40MZ17EpPq+PptEu5k0bwoHiKsb961fGzfmJqVe1Ir+8jj7tk5jy6W4Wrj3Fk98e4JYZK9m5cDK7C8rp89CXNGkWy6LxPejXMfm8T68XlC7a3G7GzdtERXEFJWfzmThhELM/2Mri50exr7iSYydKObJkOh0mfwqaxrWTx9EuLpwhr29CkmDYDZdz8Ggxg8b0pfvj39KjVwsWbs6m8uh+yguq/6tr+FdmGGb7q2EQOL7IkoHP0APH/AafqXTltMv+HmlzsYjil9uhBEZm+AwjgLdazcisrvHQMj6M2z7aRdmJ46x5dnhAlWvxupMUbF5L9fR7aBLtpCy/hNzSZmzKLGbhD8dp2jSSCXPX8cvcsXSftpysBbdxoqCGJ2YvpPT7x+jS/TVLfRXdQ4ERLg5zwoDbqYTcJP4uHf++reo6ToedOo9KpMuOZhhE2cyGDFXXsSODt95yoqOhG5Q2mJhqrVcj0qUQ5jQnDQg9WV2WqPeKIGHDq2rEhDuIdCmU1foY2SaW1b9m0/fajoRFuOndJIbvHfkXQV8iqBUgeKwi4IpurdBuN80PG4ixMOiC5xrs0hLNHlZavVcjym0PJCABhoIUFMsWQumh411EJ5fJdgBDcGND+LBWf/66YTBleAZ7c2v59fRJHrqlO1uyi3nqX9u4YXQXnr2uPSPbDWbg3I10a5vIhG7NGNshiR25FRTV+Ph4Qm+mfLWHuEgn42/rz8uj2jFj7XHWbTtNzcUQy26ZHMmiqQOZtsTkWHo1nZyP7qDjYysZ1D8dn9dHhymfcdutl/HcsDaU13hZ+PtZvpzSj39sPc0PPx9D9al8PnM4x0e2Y+Sz39J/cHtWLpjKY+NX/VcX8a/Mq+okJoYHJO8EfUSIs4hxEwLnsskyilMKCIqEhXRmiXY9UREPs1gVKTk+jDsHp/PLsVLuf/h6jpVW8/4vp3n1mk6smj6YUT6V6YNakltZT/TUoVzZIp4ht8yky41j2b1kJeHte3LFlA84ueRRzpbWIUuw8f17aPngMhos1nNFMo+lDrspiCNmY3n8WLSYoWW32XDZTZaFoG5FuuzUe1UcdgUDsxkh0m03YQGbA91nfQqz7lQZpZUNVNZ6qanxEhHhQJIkqqo8aJpObKybqioP0dFOqqu9KIqEphnExbioa1D5zjBwOm18ujcXp9PGv3dkk3mqBPdFqMSLQXqCw6pIUqDrSgQxIaDttCl4VA2NYHFL1QkIu2QX1bB50ecs+2wGn1roY0q0C4dNJqe0jtgIR0BKUOhwGP6sVNWMwMBHNaRzzHwPwUYEQdkT2a6VlhDpINZlp3Wim4Gpcdz32e+M6pPKP6ZewaAWiWzOLuaexXsJD7fz4GUteHd7FuEuG4tX7OG9x4bw2qZT9GwVz1ODW7I3p5LXN50i2mXjvus68O6a84sBFxQpsktq8egan07sQ8+xs8g904u5o9szZEAGL49qT+S4LnyzP4f0qDDGvbeN12/txvguTek5dTEvPDCYiqIyOHuI/IrR/JpXTp8BbTl8MJ9bdmZSmVn0X13EvzJV1Ynwi4kIRXwwq9qiS6vBL4Lt03TqvWpgdxVVb7Hz2/w3nNthQ8dUdLLSol12GlSde/uncdOsH/itbyumjWgNwPrMYjJaxnPNm5toqGtg8WNXEhfhIH/rPM6U1BH39/58tS+HD76Pwqvq9L7uOZoNuYrbhrfGHeEmykK9BmGSv7VY4H6SJOFVTXza4b+ePlVH9usMhDtNpkBVvTeAsxLSZaRIEon9BlO7Yb2lfkaEOdifVUZSbJjJb/YPoFRkibSmkX6/NRKjXVTUeomLcQWKdLpuimXnltXRsnkMe7PLSUuNNv1VFBosZoyIyQGaHhxOqEGABqgjBdgCNsWEugJMCwhoPAjGwcB2Cfx77RuWNxFkldRytqSWTqlRnC1rCATMUBFsWZaQ9GCmLYrKYqyS4D4LGp6oh1iNu9Z4NGYvPURBTinvxUYSGxvGT7tz+dEweLn6ILpuEBPjJibGxZRPduN0KqQmRzL5tt78cKiY3JJa8vOr2bI/n9yzZciyTFp6HHm5VdR5zi8GSBfCh5MkqRjI/i/f7/9kLawaAXyR/YT/Pb5a5idc8jXE/rd8/vC/x9f/6z7/Cwqul+ySXbJLdsnOz6wnmF2yS3bJLtkluxRcL9klu2SX7GLYpeB6yS7ZJbtkF8EuiC1gD482nLFN8M8BDXlEDCQTvcZ/plaY1cAgJUNUBzXNwFNTQ7TdS3lZiSU1QyUs2nBEJwNBfxAeh/4sfJSC70gKeU3gZxrT8BoKTpRYBb47I2OMyMSUoH+NvjMvpDkNlMbfh/gUeqnFOJvmMS5OnDpNbWWZZXVY2RVl2KKS/sLFIAk+8Ni5F84QX4LiN4Fqs9eLTavGW1Nhma+28GjDGdPkL9ei6etfr9HQ3/1pnfh/11BegFpbac1adUcbCSnN/VQ2DYkgD9uuyHj8M+AiXaZ0puhusytSgOdqVyRq/RVs8R403aBFrJuD+/dYtlYdETEGYQnIskSHZtGU13sBqGpQqa720CkthiO5VURHOol327HJEvnVHsqKyohPjiMp3Mnx/Erap0RzPL+a+GgXbrtMUZUHraqIOgvXqisq1jDcCbRKjuBseT2qqtMyMYKjOeW0S40lq6SG+Egn1Q0q9Q0q7ZtFcfBMGR2bx3E0t4LmieHklTcQF+kw9Sh8OknhDnIq6vFVFNJQXf4/+npBwdUR04SuDy80+Wvqn4OpokioalCpXrSg2mxm26jdLuPz6QE+oSSZr9m7eT8Rpxb8N9fwL80elUyLu941dTL9f0eWzb8py1KAgydoRaHzu2y2YO+7EHnRdQMlpDvmyKtXWVaFjExM4dpXvsKj6jjFDHgh8C2Z2p2iM0wPke0z2yWD41NEAAh32VB1g9OF1WT/4x6r3ATAFpVE4k1vmNdNC85CkmQJQzfQdUHIl5CEMpKmo/inD2iqhmJT0FQNWZHR/Y0bsiJTvPQJS311xTah80ML/CPWpUZrQKxT8fkrfvK9LEv4fDp2v3ziuWvZZjPX77H591vmZ1hCU+6Yt5RDOZWBNRkT7qCi1kvfVrHsO1NJ7/RY1h0ooG+bBJpEOThT7kGWICXawdYTZeZkBZct0JqcFuvkaGEdTw1uSdsm4Zat1dgmqez67XceXLqf9St/Y+T1fXlwQDqxLge6YfDQ4r38dFMXjpZV89JneyjLzOKtD8YyrGUSyw7l8+IT/2T/vjlM+mw37wxqwf68Olb9cpIDM0cybFA/q9wEzFg1avYXjOmUwP2vruPQ/Nu54oU1vDuhJ2fKPfy4K4fPJ/ejz9/+wdFlT3Ht21uYNTiD4lofBSv38+WzV/Gvndn0SovipQ93cvTdG0kbNYujv7xA245dzsuH/woW0DQDm81UlrLbZRTF/F7XDRwOBYdDwebnlwqOqdB/lKTgohUWndKU6gbr1ehFwBc+B/03/74InqF+hgZa0Q4rHtM0/U++/x/7iNkCaAshitsC18xUkRJto4LPCOaMJMUfHISYCpgyf5qmM6JTkuVjwIXDhmEgyeaYHF3XGwVJxT9aOzT4gl+Kzr9BicdlWQ78znI3DQIBFBoHVmGidVPTDDT/eBIReEUwFYFVXMvQ11tiEiRF2qn3qHRsHkOvjFjsikz/1nHkVngor/YgSTCiSxN2nyqlot4cRxQfZmf7yXJkSaJ1cjj1Xg27Taa4qoGKelOH2OpW7TqPSqcHFvPwwHR+mjceVTNYeqiQG97YwOJDBdw3PIOrH1/MieIG1j43gp0LJ/PpljP0enQpv2dXUrB1HtfO28yoHs348VAJTaMc7J5zNcPnbqTyItz/M0e05f4Zy1nw7Eg+25NDXEIk13Voygdf7uKDO3ox+rUNvDT7TmatPY6uG0zomcrCT7by69zrePCrPQxsFcM3O86y7JmRdJi6jLfenMLCXWfO+766oKsv7hVdNzNXsYBF4JJlCa9Xa9T+JjJbxd+JoSgSNr9+qs2vjJOYHGOxIEow4xTZaqgpihy4mUKzE2GhvhhGcKTJxZj5IxGcfyT5VY0Mw2wbFUrtoeLIjQIWQfK1YRjofhEPr6ZzrLDWcpVM81roaP42TdmveiQrMppmHks1VQOJQGYqyzKqz7xxjIBSvtHoNVZr5Jr/JiEnFHOdKoqZmYrAKb6KJMH0jcBjYK4FcSoQzRNWmq4Z7DhVToukCE76W8AzEt1sO1FKepybhGg3VQ0a2eUNNE+IIM5tI7u4lpPFdfRsEUN6UgR7syvIK63l8NlyYsOdHMuvIb+8nvJar6W+yrJEl54Z3LdwF8fKqnlsSEt2Hixk+8tXE+mUmf7uFrK+vJeyWi+973qf9ZnFvDG2C0tfuJrOKZGk37uYxMQwRmQkcGvPJrjsEi3u/IgP7ulDlMu6SSQAiREOrnlzEx36d6Vfajz/+OhX7hjakru/+IO//60PR8qrcLkdXNeuCftPlPDuhJ70e2YVH80YzRd7czhzuoiuidEM6dyEN345yX239uTfP56ib0rUeceAC9zazIBlDxl1IhZnYF6OHwJQVSOwaEUgBlBVI7Bgdd3A59OJjHRYKu57LqYXGtTNDEYPBHjhuwiy4oYzNwXJr/0aFHa5GOruotVRqLXLshQcNyOBx++bJ8RHVTMFljXDlE9UZLOLx6ZIfn3QxlisVabYFGRZDmSmIvNU/J1DNrsNQzcwdCP4mD+bBTP4itfb7DZkWQ4EXStNbOzis5RlAQUEnxOa1YpsNRQm+itISSQJVpmnwUdKfDg5pbXEhDk4UVhDSY2Zne7OKqdjSiSHcytpk+im1qOy9lAxXlUjLsLBvrOVFFY2+PUdbEiSxOmianyaTtfm0bRICLPOUSA2zM4tl6WiKBL/+ukUd7y1ibWPD2LUm5t4472f+fSp4bSa/AUj28WxacH9PPf6D2zMLiXG5eCNRdvYNOc6lt7Xn7sW7OC5z/ez9UQZWZ9OZMWRIqrPs+vpfK3aq2EYBm/f1p33dmTTqXsLRrdJIje3ikevaMmsz/cxsFcK72zP4qnr2jH10z+4+/ouNI8IY+6cxaybNZp/bMlkV2YZzw5tw7w3lrLswctZdqDovOf8XGBwDWaBNlsQr1RVI5CFqqqOzRZctBDMIkRGawbh4M+qav1oXYGTir9rBnIt4FfoDSSCroA3hIkbTsAI4mcrTcLMQJ02OURZyGg0l8iuyIHAKq6fGPBnk2X/mPDg7CQQIzcs9lUEIyV4nA9kpYYRDLp+vwMbpkFg0q54rayYGa2um8+/aMr5PnM9Btdi8LM/FzISG674PvR3djHxVLO2VdPltlNS1cAV7RJwOhQqar14NVNJLCHKhaoZpMaHU+/VuaJ1LJFuO22aRnEkp5K4SCelVQ10bRHLwLbx9G0Vx4A28fTNiCGnvAGfxfKYJdUehmYk8s5dvbDbZfa+cR0Zkz7j8Rvas3fhXcz54Rgt2jRjxlcH+O5YIUc+mcLy7WcY8fxKNswdy4LdOXR84Gt+eXYoPTsnk5VTxfA3NlFd7wvAXVZZTZ2PPt2aEeGwsXbHGeZc35l+933EykcHcttHu3C7HUwf2JLezSN4d/0pFEXm0SsyuOHVtSx482525ZWxeVsmb17XiaueX8mWDx9k5NyNPDog/byTgQuboWU0/l5kfWAuYq9f8d8MtiZEoPoV6EXAEItWZBPBLPFCPDkfX4NzfoIbQuPij6LI/kzbr47uz6h9Pi3wenFcD0irWTilNuirWd1t8Gmm2LBuBCZqiv+BRlJyNlkKTF0V4spAoNClaob1Mn6Y2KnqU/+0wM7FYA3DaITPyrIcYBCIgCyy1ouRuYL5t8XJKXgi8QuI+DdKAReI3xmGuQ58Pj3IZvBjsgKztXIfkGWJVknh7D9bhUORCXfaSAi3Y1NkTuRWIknQKsFFTqWHb3/PIzrcwb6sMoZ3SiS/vJ6B7RJQddhzpgq7IlFap7LleCklVQ2BsTZWmdtpY9Qr69hbWMW/b+9J+vCn2fHWzaw+WMLwl9fx2cQ+LHtoAL27NOHzNcfoOvUbZtzQgd1v3cjBkgq+XX+MzIXj6fDA19zQLZlubRNIS4lifPem1Fus4mW3yzx9ZWvu++IPoqKclHm8XH51H7LKatmxZic/PzWE2euPc6yonj9+/p1fnh5C72dXc82IDkQ57Dzzwa8se3IYt8/fwd9u7s1jKw7w7K2d+OZQ/nknAhd09UU2IvBK8bvGjxNgBTgcCj6fHlK1D1ZtRbFBUUTWYvFx2/jzZhCadQaSKiPIBBAZrqIEMTfzcQEHGJZnrgZi/LCMJBkBXVSPqgWmJRgGOG1m9uqyKyDUkqCRtqSOOdpEkqTATCVLffUHSkVSzBn2PhVFUQIYrGAICEaArpuYq6aam5ViUwKMAlHgEoH44uCuwVOWqgazU7EmQzd7cfQXGWpoMTS0mGW1WLqmGfx6osQsBvun6Xo0g66pURyQYNvRYprEhVHnUbmuVzNkzMLSobwa+reKRTfArpiKbieL6ogNd1DXoHJNjybklddb6ivAZX1aMH/lEV4v3cHh1a9wtLCKK9vF0Tcjhq7XzeSp2fcSF+HkvSl96dw0mne2neb22WvofXlbDr15LV2fXs17j1/J9qwquqZGoukRjHtqCSnhdkv9jHbbWHOyiKMHstn11k1M+XIPT1/Vhutf+J6N703kwWUHuLVnEya/uo4t/57EsDc2cVmv5vy9XwuunbOWr58ezkd7cpEkiReGtWbq8oPsz6+jVbzr4sAC4iYQ86fMzDOIb4ZmAGLxit8pSuNikMOhYLfLIdmgdYs2SA8LFtpE5V/gqKEZtMhiQkV9BUYLBDYTw7B+8JuEWbDyqGYh0GlTTOwVyT+J1nwv5pwkvz9GcKyyT9Vp8GfawjWPaip+WT3qQ1T5Q38Wa8KchWR+HwimfhxWVmRsdlvgtQIeMPRgVn4xYAFxWhL4v/icxWcrClfi96LwJdaBCKQiARDPsdI8HnNaQ+cWcfRqEU2r5CiO51VxOL+a6nof3VvGU1LVgFfVWXuwiNxKL26HgtthQ5YkThXX0SLGQefUKPq2iCI2zMbgjoms2V8YEIu3ytz+bFCWZSbf2pux723j9rnraBbpYnBaPCs/fpLX3v6By9IiqVNVrpixhvkLN7DjrZuZcXV7mox8kX49UvCoOsvWHOKPM1V8vuE0Jz6bTGG11VMzYN6nv7Fhzg08teowT45swy0vrubeO/vzR1EF916WxmPzd/LopAGsOFpIXJybV8d0YNSsH/jxhav4fE8eqzcc59PJfXltUyaVdV4KKuppHuU671B1gZlrsOoqaFfmGwmqkotFLBZuMOAGM8BQ1oHJLdSwNHMN+ffFUVDcGEHuqh7AZDUt6L/IWAR+fO73VtObxOdkk03uqshYTcFpU/nd5i9WiTn2MlJgLHiA9xqSUTkE5ekiwAKBYKgbgQy1Ef3KDwEZup+upermPKvARicjyVLgdbquX5TAKk5IgrsaCumEFq7ObRAQ61a8TmSrf0XVs8Ic/uGNeWWmFm9ipJ0ajwPDgD4tY9l8pJheLeP57UQJgzslEWaXOXC2grTECE6W1HO2tBaAyjofB/0F0bgIJ+lJkRRXWRuwKutU7pz/Kztnj+ShZQe4oX8a9z46kBvn/8re9TsZd9dISr97hC7PrKGhzsPa50cQ6bYzb0sm8xes5/evn+LbI/k8PPs7Nv5zApvOlrJ5RxZDX91onsgstNJqD7PvuYy3t5+mZXIkv5wup+8V7RiSEUNWRT1TP9rN/IcGsOpoCYezy3nnpm4Me3k9a18cwwe/nWXZyr1sfPUGvj6YT51X48Desxx+ZxxXvPwzidHO8/LhggHEc+EAgWmGHrdEdiiyBlEEEBmgz6cHslvfRVBMF/6JbFXgu4oih2TSMqqqBzYCEXgDVe0QHFZsEqGsAsvMCM59d4SwEoQWp9Mm+wWRzeKVGAWi6YafwhXkwAqFfDGKw+qQJYpW4vgf+FmSAsd9CDYRqD4VxaYEMFVZCQZW8XpFUbA77NazMELYKECgGHUuI0AkBGLdhn6+IrCKNR7Kh7bKNN3A7bRR2+DjRH4VZ0rrqfdo9EyLwi7LZCRHcuBsBb3bJLDtWAkH82q4rHUcJ3Irqarz0j4lhnbJ4ZRWNdA01k2fjFjOlNSSEOGwnC0gyxId2yTQ94WfmNSnOUmRdtrd9xXPj2nPyW8e4VhWOb1mrmXlY4O47eoOzN14itHzNrPreDGHPp7MgcIKjhbUkvPNA9z67hbmLNzOH3PH0KZlHF6L76twt52SGh+7DxTw+MAMPl95gFFdk2ka7mb2oh1smzGcmcsPcyirjLdv7MrdH/7GjDu6sfhgPj9uzWTLa2OZtzWTKJfCF59s5NunR5A+6XNWPz6IgrLzm6p8wQUtUSAIYqX+f8gfYEUgVVXd30wghWSDwXk6ZoZrBCqxlmYvBn+6EYIZsmla6Hx1PXi0FT8LHFYEXoEnh3ZqWWL+v6nqeqD6LzitIsCKJgMhMgwEqFcQnPmlYwZqMVfJ6rxVBFEjZBMSBTdN1YJZq7+YZXfYG2GropglYIHQTPdimGCACN9DTy6m7427r0LhLvG8UDzYarwVTKy9ut5HRnIkPk3nbImZie7PqSarrD4wzM+nGcRHOskprqHBZxAT4aBrahR1HhVFhtHdm1BV5zPbNKNd1Hqtx9xtisTr13YkLMzB3e9s4pvfcjnw/q189nse7e9fzMqHBjCoZyq9b3udu3um0jklgrKSapbeexlj39vO3U98zpiOCXR7ahXv3NObT58eQYuRL3B1l0RiwqzFXCVJ4rNVh1n12CCueHEd/S/LYHSbZK555Scm39KLRbvOkHksl8/u7sOL644THe0k0e3kaF4VXTs14VR5Dbd1a8pLc5dz4KPJjHvjZ15/dAhzNp4672GqFxwpBOYKBCqroWTt0IUZmh0IzqHXqzXCYUVmaWXmYmbJweaAUCwttGgVynMVtDARaMXzff7RLwJW0DRrd1gJ/7SEABRgsgU8qh7IUGU/9cocTWNms+J6K5IUCKY22YQ5xIROy8crGwSr/hKBYpShB/HVwPsKyVBVnxqgbtnstgDeKr7qFl9TaKwTINaASADE+hSfvShmiQYDwRoRRVgR/C8KLGRAWkI4rRPdNIsNw+VQcNplcsvqkCSJ6DA73TPi0HWD+EgXsZFOThRU4/HplNT6aJ3oZvPxMvaeraLeq3Iwp5K80jryy+utHwGuGXS99R8smtiHp+/oycF9Z+n1+Ap6p0ez991baHXnhyiyxOqFj3D59GUcK6xj46xRtLx6Jn06JXPgy4eZ8+1RrhrUikc+3M2e/Gq2fPkMT7+ziTqLN4OqGi+z7urJ8sP5lBWW8eH47kz8eBdxidE8O7Q1cz7YzFfPXsXBgkqKy+q4/fLmfL2vgOhwB6qmkxETzrPfHGDBq+NZejCPuuo6RrRKIj3Odd4zaS44uAaP/sHCj1iM4igmFrA49ocuXpHdiqJTsCHB2oKWOPZrWrBYJbi4gn4lrlEohCAKYaFZjAjE5zIQLPEVc86QLEuBAW52RQ5gUCLAmnOTdLyidddP2VJ1szPLp5oTWH2aHhgWZ/nUN/+1EfQp0VAgsk/Vp5rFrBBcUpIk7A57gOsaeL1h/DUn1iITazGUMii6CcUpRJjYWEWhK5TGJ34noCyrYSFPgxePqnM4v5bsohpsikxhRT02WaJlvAuXzQy0Z0pqiHQpNHg1GnwaDV6VvafLOJRfQ1Wtl45NI0mIctEkJoyereJp2yQCp93aU1a4U2H7J48w7LHFbM+sYO+8sdx0TVde+2QXN7y7jbNfTaFlgov7/rOL/E/uZOsfuQx4eiVHVs5EkSTu+M9vzBjXkV/35fPDE1eybGs2D329l/3v32o5zzUi3E6EQ2HWnGXsfusmnl19jGMHz7D2ySEMmruRPgPa0TTSxdbsStqkxjD3q/28cU0Htu3OYWiHBDZll2AYBqM7NOXFp95nxz9uZNa64yRHnD+EdcFULBEMhcCFqppfvd7gOOrQhetwKI12fuGXwDqDXTPWZ66hHNpghkwgsBrGnwteQMhGoQdoWaG4q9WmGQZK4PtgAFf8QcCmNM5UPf5rpvg3BZ9mEuU1ncBllKSLUc7iT8IrhmGAHgyiuhbkusoBURk/11WSA0pZoWyBi0HFCoWgxFoTx/q83KXEAAAgAElEQVTgepRD1kRjLBb+ijJoPR/bHeYkIdJJdb2PdqnRxIXZKavz0eDV2HW6glbJESRGuYhx2zheUIPDrtAqOQKbLJEQbkeSICbMwZ4zlXh8GknRLhIjzSN2aY217a/lNV6ufG4lRUvu452tmXT4+2L6DmjLwbfHkVlUS4eHl9G1RxqbnhvK6Pe3s/GZK7l/yX6u++dWvvl7f+49W84LXx/gj9kjSZ7wGXfd0pvnh7Xm8hfXU29x5uq2y0yavZpfPriXmWuPUV7jZdx1PTiYX0lcnJvOLeKobPDx3ZbTREW5+OPV0Yydv4PunZswLD2Roc+v5I+3bmTgKxt4/KX7OV5ShU/VyYgOP28fLnhr83q1QBX13JZRscubX01MNXRxhi5iSQoWC87Fb/9PTfxT4mYKxQdD+bbiPQi4QGSwwkT2K54b2mdulUkEh/WJDi3dz6cVzQQe1Zy0aw6vMzFVwYGV/UFWDTk9aIbZkHAxClriqC/aX0OpWOcWtcRjIlsFGuGvoayCi5G5hvpybiZ6riJW8HnBU4xYK6EZsNWfv6rqNItyUFLtIcyhkFlcy6mCauw2mcRoF17N/CzL61RS4tz0axlLabUXzYB1h4r4+XAxdR6V1Pgwwpw2mse5KKtVqajXCLOYipUS6+aXOdeTNOY1tp0oZf0r1/P5hF48u+Yoo1/8gX8+NIC3x3ah9zM/kHW6jFsW7WTWyHY8fm1beoyfx6Lbe3JFj2Yk3fkpxz+4DU03yJj0OaseH0ScxTzX4ooGbrqpH8fKq+mXHo3LoVBW4yHCbufYkQIeubwFV09+h8u7N2P53/tz1VtbUBSJt27ozDVz1zP51t58tieHvDNFTL08g+mf7uWPg4Xmqf08s+wLbn81+YFisfr/Ef+xP7Q1UBCyhZiL6NwSR+1QSMDyekYgewsSwEVGHdriKP5uKC83tGgRmvGcy321ygyCXE+PqqEZhr8RgAA0IPunf4rAahMblRHkwYZmVE6btTeVMLFJKTbFzGA1DUVRAhkqBNtchQxhowYDo7E6lmJTggH2IuTZoRipCJQCVxWfdyivFYLrJLSzL/Rx608uBiW1PqpqvTSJdNCrRTSGYVBa7aGmQaV5jIOTeVWcKqgip7QOzQ8DyZhj3ru3iKVZjIvjeVVoukFFvUZShB2bjOUV+JyyOlYdL+TUsse5uVcThjyxjM4PL6Peq3Hqg1tp0HQGPLGctu2SWfvsMPq0TeThJXt5asFvZK18mls++JUwh8Lb0waTfvenKLLEkpljuP7tLZTXWauK5XDYuL9fGq8uO8zI1smUVTUwoW8K077ey81Xd+S5NUfpdf0IXhrVjuve3Ub2qUJW3t+fq9/cRErzOCZ0T2Hum9+x/qVreeL7w+Tu2Mam54ex7lTpeUNDF9wfJzJRU2owKB8oskDVf40EVCDkB71eLUTEJVgEE8HKyuOWBCEZx5+ZAKE3i/jbIvCGcnTFc0L70q02iaBvNkkIuPgVrvw3fuBa+fFJQd1y2uQA91WSJL8WrB58rsW+imspxFcURQns4qKAJWQEQ+lWoSpaqk/FZrc1hi8uwnUVJlpWz4V2QhtJQkVZNC0EllGCymqhYkVWuuvzqpwoqKZfm4SApi+YFK3aBh+aDld3a8L6w0W0aRLB7qwKBreLp6JeJcJlY192OWFOG1FhdipqvSRF2HHZZbYcLyGnzNoOrWaxbtJinHR+eCljx3Sh8MuJfL33LIcK6+g3ax1hYQ6O/Ps2zpTU0WPSQobdcDnPj27PmYFptLnvK95//Eq6Jccw4cPfGD6qK17/++3SLpH1FmdY8RF2Ji3aycSr2rDtTAlnzlRQ51PJyS5hzlNDSLztQw4tuIMRr/9Cfb2PzXOuZdKXe7DZZFY+dDndHvuW1f+cyKrjRSz/bg9rPpzGKz+fxKZIuJ0XiS0gMldxxBatrkCgqQAIYLEQDGih10+IkvwVmfv/1AQ2JoKk6WswQwmt/oc2NmhasM9cwAQiUxHCL1azBQyCAVHXRQA1s1URVAVbQD0na/KKTi4DVM0sZslIjebIW2kiEAbaWCVT5UrXTHqW7Ic3AsHXn0EHZAlVzSxuQaPurIsBDgusNZTfGkrPC81oxXoIDbKhrAKHQyi96X7aoHV+Opx2OjSLYl92OcW1KgXVXq7p1sTUGIhyUVjj40RxHcM7JlFQ6SExysXWE2XEuG10bBqJx6fh03RqG1RGdU7iVHEd20+Wo8gSTWPd1jkK5JbVc6bCw8F/3sTEHqkk3zyfAwV1tE9yk5AQxo+PDWTsv7Zz7cs/cuyLv3Nn3xTGPf8d3RNj2Pr6WF5dfoRBz3zHqzd34YNbuhHuULjmoQ9JjQ8jIcJhqa81HhO+vKdPGg8//E++eHAA//zxFF9Mv5L0+7/hi1nX8MXeXHTdYMG9/ThZWs3ew0X0aJ/ES+tPMqB/S2Lcdtbtz+eJyQMoqfewcsNxRrWOp/48tWcvmOcqsjxxfBZQgNjNBWc19DlCbUp0OQUZA8afskSrLIjnik4xOZB1n/uexNdQnde/Evv2elUc58lxO1+TkHCGSPKF0tJU/xFb92OpYhqBjonFOhRTEQvM4CtJJl6ryBIOu4zjIojMCD1XoeUqfBVH/4Bgtn9jUJRg95asyMGOLCn4GqEBa7UJrF9soKJVW5xQQqdhiHUYGozFGha8bvP9W7traZpOhFMhNSGc/adLOZpbhQ4UVdZjGHAiv4qcklqqPRqnC6up96pU1/vYfrKcnZllDO+cTHKMm+YJ4WSVe6j1qLgcCsM6JlJY0WCpr2nxYezPqWL021vIrKrhmznj0HSDDzdksXrqFXR5ZDl3D0lny5xraTfxI97feJqir+5hxdFCHvvuIKumDeTpSf1ZuOMs3R9bwZaDBeR+9zjdmoWTb7GvtfU+lj86kG5PfM/TL99PYV0DbdJiuH/RLhZNG0yUw847X+5mSO/mNIty89HOHCQJFtzalY27zzK2ezJfH8xn/++neWpoG2YtPURq89hA8nM+dsF3nyhShcrzmYvVwOvXUHQ4lECGCEG8K1SEWBS8BD3L6rsrFEODoC/nyg4GJRBNepbAacVjIqPUdYOSvBIGdGtqqZ8GJklcFvQ2gtzgoHCLn0MsmZxYwRgQBPPANZVlnDYFp13BMKC63meprxDUZg1tdxX/C86q6lMDBS+hlhX6uMh0BSYrMl4rTRSgRD0ACNCpxEkr9CYJLbL+6T2HNCJkniiwlOuqKDI1Ho2qOh/JsWHohsEPewvISI6kRZyLbmkxXNkhkTOl9WQkR9IlJZK+reLQdJ3EKBdr9xeQHuemqLKBvZmluOwKuSW1/Hqq3HJtgaziWu7qncLEYS257+U1ZFfVMa5jEq+M7UTL+xZz4J1xAPR/YgUPTh5CbKSTLk+v5kxZPYtu68H93+zjqlaJpMaHsW3OtfxtYAtSRs5kR1Y1zWKszbKTol3MWnuMytJKHhqQwb+2ZLFxy0nWPX0lx0rruOeDX7liQGse6JfGq7+c5Mdvd/LTk0OY/PU+VFVnTPumvPPhVn5980buWbyXvDPFfHxXb5YeKjxvHy5wEoHkL2YFaSlB7DSYeQnpNodDCWSBgu8qWANCpcj8dy0W7gj4FcwEQ3HTxoWuIM8xFN+EIE8y0MmVf4rJvVKt89N0NQCRaIafCSA19lmRpcBx36fq2BQ50LElgrEY+eJRNXJKa7mlSxNaJZ4/beR8THBZBY4qClMBWCBkjItgBYggKxoFDMNopAcbEH25CDhGaHNIaIHqz++rcfMLBLu7BO7q8Wgc2ZdF7d6txFt4hFUUiaQIO1V1XqrqvHh9GhFuOzkltWw7UYpPMziUV0NxVQOqZg4jPJpXjaoZlFR7SE+O5GxFA2XVDRiGOdWifWoMrZIiSD7PHvjztZZJEWRW1PH0q9/z8cwxdE+M4ZHP9/D00gP8+voNXPnqRn7NrGTjnOu4v18LvKpORIQTuyIzdfkBnh/RltnrjlNe4+XNLZn4dIOTP8ykZYLLcuEW3TD4afl2sv5zB31nrGX/nrNsemk0X+7L5bOfMxk7tDVzRndgyeF8Vq0+wN5FE/lyXy7Lv/iF7TOG02/WOuZOG8qBogp+3nySFc+N4pWfTzIwI/q8uzQv+IwbpDcFA1OwlTWYMouRGqKwdW6xCII8U9EGa5mFsBjOvWmD8oHBm0oUakLhiXMLWoYhQVIGnZtHW+ionx7kv6EdilmgkoyQ4Y7iOIqBTZLR/CI5NsUUbpH9m1xgKqgs065pFOPnrqU2p9JSX81jthI40ht68HivaRqKpASvZShVS5aQjMa0LbMA5x/zIl+copbY2IFGmyQ0lg80MfmgzkCwSytI5bPbZUaM7Mzzr4/jzusGW+ZjXVk5z81ZAbqGI7Ep3rISotOaU5lfTEyzJLZsOAS5x8AVCYbOxs7dKP19O8Q2g4oCkvtdQV11HdW5ucS0SGP3yoOg+Ujq1Y9r2loy9DVgRTUeNN1g14JJ7Mgt5e09mXwyuR+HSyp54vvD3D2yNYPT4nl61WFcDoUbeiQTc1kqG05W0LV5NO9uy6JNk0gGtohh25kKzpR7mPDZ76TEhdHc4sw1r7iWrasm8PyPx/F5Vb56Yijzd50lu7iW1umxjG6TwJKDeSzZmMnz917O3vxy/vnVHyx743aeXHWEpKRweiRHM+Ff2/ls2mA+2ZNLv4wodpypbkTf+/8y6UIyBkmSioHs//L9/k/WwrBoBPBF9hP+9/hqmZ9wydcQ+9/y+cP/Hl//r/v8Lyi4XrJLdsku2SU7P7s4c40v2SW7ZJfs/+d2Kbheskt2yS7ZRbBLwfWSXbJLdskugl0QW8AeHmOkpqUR7rBx+FQ+Xds2o7jGS7TLTkmdlwaviter462pJiYxFodfCLi+ooIOrVPIr2rAYZMpyi2iY5tUvJpOYbWHKJeNkvwc6qvKLSkZS44IwxXfjPgoJ3lF1bRuFoNdkZFlKK714lRkcoqqMTSVDi0SySqtxWlXCHcq5JfW0jE1llqvikfTqazz0TIhHFUzOJZXQfuUGA7t31NiFfiekJBgRCU1I+tMMe0ymmC3yRzNqUT1NBAeE4GhQ7vkCGo9GmfK6kiOcRLtslNR7yPCYePwmTLCI1zEhtuJcNg5ejIHbA7SU+Moyc+lqrzUsjJ8WHSc4YxtgtuhEO20kV1ah2EYtEmOpNarUufTqKz1kZ4QToOqUuPVcdtl8kvraN8smqN5lbRrFsWh7DLapcZS61Px+TnQZQU5NFj0+QMo7mijfZtWHDlTCkCXjASqPT4inHYOniqkY0YSh08XE58YhddPHWxo8NG+WTSFNR6cNgmbLOGyKRzNKqJ9ehLH8ypNicX6EjzVFZb46o6KNewxTYgNt2MWoc22ZU0wFQBZktD9jRcyUkDb1/BrS4hWZ9HfIF4bF+Zgzx+/W7ZW7eExhjOuiRji+2eVUCn4uwDPPOShP73EAFXV8Hp8SA3laPWVln3+8QkJRlLT5rjsCvtOFoAk0ykjgbPl9dhtMmkxbs5U1NM8xs3eo2dJb5FMjNtBVYOPsjofFeW1JMRHUlnroVNKNDUelYIqDzVlFTikBhqq/+e1ekHBtX2blnDt67jdNr6/rgO786oAuKdPGr2f/J4Nz45gxdFCSmt9fPKfn9m26B56Tl3MwxMu5/lhbfhiz1maRTr5+WQ5XZuFc2fPNJbsP0ur6Ej+fvOw//Iy/tk6dmhLZtoUSstz2bnmCb4+lE9Fvcod3ZqSHh+O26HQ/YmVVOzdwfhX7mNshyb0Hv8GKYMH8sa4Doxq34S0SV/w+sODmDbtX1T0Hcj1Q1vz90QXY9o1pWWi27IqpBSdzOR3l/PrqXJmjmjLwJtnknjzYN6+tx8TprxJ+vCriE+NxltQg7HqW9QBI1g/dwyni2p5ZvVhrm8Vz9+6pXD9W5uxue3UzRhO7KjXqEptQe3KZ6xyEwBbdDKdpy7grXFduOfj3Sy9uQtLDhRwV88Urr5tJhNfeoDhrWNp0DReXXGU1k0iuP+KFkx6/Wc+e/V6Lpv2DS/NHM2LK44wc2wHxj+zlC3vTWDOhpPsmzfJUl+jklOouOIFnEePcHDxNHbmlNIpIZrUODf5FQ00i3VRWuOl6z0fMf6OQSxbuZfO7VNYcGcvBk5fSmxiLHUeL+Nv6cn24yWsuLcfTW/6F9SU0a56pWV+2mOaMGr2F1zdKQFNN0V73DaFGp+KqhnEuR3U+VQMoF7VCLMp+HSdcLuNaq+KU5EprfMhSRLNIp3U+VTsikyVR+W2bs2JDbdZtlZdcU3o+diHfv6wHkJpDLY+i+ahoBJZMNBqWuMOySAX3WDfO1OsctP8WxFJlF/2HIunX8nCXWe5t08ao6Z9TsrwNiQkhNEuLZbwgir2/HYKZ1wh+bXlGP2uoGD7L/SedD3x0S6GtI0jr8rHuws3Qm0lVz06jPG9mjL5uvOLVRcEC+RVefhoUh8K8quIczk5VljLgZwqGnw6lSXltG8WyU+/55JZWM2Dfx/Jje9tg5oK5r+yiDqPyrylBzlUWEtuWR2zP9rN79nlvP9TJmNeWBkQgbbCbLIEOYc4/cMM/rk9i+7NIlj63V6ufmABz645yoyfjjN6aFscrbqiagYnS2ugpowJwzLo1zyeB5cdICI6gk0nyind/BpFu7ZxXbtE3l91nF9OF1nmJ0C4Q+Glt9dRWeNBkiS63TSW318dQ7XXx8C7b6Gu1suWRZ+T3jyakxvn0b1rM47nVxPhsjH9ytYsXn+SB77ZS87GnyjMK2fC53/wyLQbuOmaLrjDrO3XliS4b0g6czacRFEkShs8FFTUc6K8hsvuvp1HBqTz4/FSnvtsH49c04ZeGbFUe33EN4mj1qPSumMLDhfX8tR17Vh+oIjeQ3twoKSSmgaf5d2vlRW1LJk2hBPLHjfbQVsnsyOvlDc2naLPLa/wzOpj5gC/4izWbc2kQ9c0jqxYzqmKGn5751bKC0o48f7NHMyppE+reKZ9e4g/Fk5i5sw7KK21VidV1Qxs/uYRwzCo9vqIsNuQJPBoGqphTqZw2xTsioxPN9ANg2inHZdNIS7MTrNIZyBjBYh22ixvKYfGkzhCecCh34fyiUUQFu3loa8Vz7V6ugNAVXk1o4e1I7uqlkm9UzlUWkV6t3Z8fO9lREQ4mNK7OV3S49g0dyxt+vdkwrQ7uHNUG7LWzaFNSjTzru/EkcJ6vt18mrCYaDB0fvpoBV2SY0iMPL/76oKCa3lhqakS89hgbLLEivlL2f5bNje+v53xt17Gsv05xMS46NMyjkM5lcTEuPj0tfGQ3JpZ607gdjt4bdaHtGsaybZXxrArv4Jnr2vP9n/cSFZB9X91Ef/KKhp85G9/h+7TV3I0u5wp0xaSvWg8Pa4awMrv9/LpRz+zfnsWUyf047O1J4hw2CCmKUcL6+j75He8PKo9j43vzns3dmHwG5vYs/wFnl1xkHl39OCBl1db5idAjNsOqodv7ulLq6RwWqZEc9PCncz8dC9blq4nJjYMUjvhsivc/80+BrSOY9jfXubKWWsY+/y3qD6NTyf05uwvb1KVm8v0Qa24PC2a3DJzhr2V5rDJnCypxzAMxvZPo6xeZdrgljzzwa9c270JBwsr+WzRT7wzqRdnKjx0bxrB8r2FtGgRQ4XHh67r3NY1hWc+3Uv7JuH4fBqvLz/CWzd0pvI8xTDO1zKaxfDEtwdYe6KAF9cd52h+NQvWneadN77h2KpZ/K1bU25/fxuOVl0ZO7wtJ4/mc3jdm5ypbOCmd7fy8cwxNBvyJPnFtTw5pBVTejen55T/kBLlwGWhpKME1HlUwuw2dL9+hMumUFrvxaHIgVlYimzCAxUNPlz+IFXR4EPzB16PplPvVyIzM2AloA9spQUDohwIlsG5Y0F9ZxE8FaVxRquEyFOq/nHy506GsMK6tkricFYZX+3KZ+qnf/DL8TL+dVdvpi3Zx+5fTzHiwYX856NNFNV66N4ukdQYJynRDu7/Zh8zR7ThuTVHOZ5XydktvxCTEM1l1w1m+5dPEeW2kZVbfl4+XBAskJySwLXtkhny1ArU4lwefOoONh8oIDuzmKmT+tC2aSS/nKzg8zXHaJYSReuUGJbvL2TChEGous5Lt3VhecckHhmQgaYbzPjHWiSnkz3v3Ub71Jj/6iL+ldV5NebvyKLy9Cke/1sPFtzxON2f/ZGCPX8Q1qI114+7Ersi882GTNLTY0mNCWPigzdwZasYZo24gWFzNzJpVBuW7M/h37f34IZ3trLthWEs3JkNNed3Yc/Xssvq+cd7N5BVXMeVTy6jx2Vt2LPhdzpc3o2SvKbcPLAFR9rE88KwNuRU1OO2KRxe/Qqf/nGW9QcKKSys4edThaw5VELOkodoee9XeEuLoDwPT461WXa9V6NdopvNx4pJirSR4HYyZf4Onp7Yl5QoJ+/8fIrxE0fiUhS+35HDMq/K/Lv6YFck3tycidNp49vD+bjddiKdCq+N7cLjS/YB4LF4CnBpnZfNUy6jtkHl461nmVdRz8qpAyi4sxdrTxRQ1aBRePQEg67tz/XtE1nqcjBszgbyT2SDLDGm40gW/OtR1h8vxzAMembEsuGdO7ErEi4Lx6fIskRcpBPdMHDZFDyaToTdhkORCLMpARgAoNanEebX+K3xaigy1HhVXDYZ3TACKmlg4NO9F0WAPFR3Q5bNOoZ4zOzU80te2pQQbRHNPypJ8qvTyQEVuoBZnLzWelTG90vljU930btPBo9d0RK7Tebgim/Zt2oOk7/8g7y8amyyxCtXt+fLfTlMe3MDJV9OJP7m+ayceyNPfnMA4pvzw/TBuOwKhwoqufb1DSQnnV+X5gWtErdN5vP9eaiqSmzb9nyz9jiDujRh7YxR/HSqmI92ZXF9p0TuuLodLpcdj6qx+seDZBVV89JV7fhidx71Xo2qeh/1Xo07JwzEOL2PY8VVHD5T9l9dxL/00y4z68n3oSKfKf3SyUgKp7SglD1fPca9t/Zk+qCWTOyRwurpg1l4W3f6PraMGcNb8+LSQ7Qd9zpnDxxlSr8W3NEzjbgIBz8/fSWKJHFb1xRmPX+LZX4CNIt28f4Px7nyyWXsePsWiotrObn4QZY/cDnR8dFkltSzfP5yHv/uEIokMfzBD1l6MBevZuDxqHxy72XMXXqYcd2SSR00jZT0ZFK7duTYmlfo1q65pb5KQL/m8ez+9SQyEh5No6G2gWvaJrNkTwFup42hbWJ54uv9jOiVQrf2SdgViSF/X4RNkZhzYxd+y6rkoWva8sfZat7ddpqc7FLWnCwi3GmtyEi4w8abmzMZPHMN7ZvHcOxUGa9uPMUV97xPakQYqw8U0mdkH2aPas89H+xg5VPD0HWd1t3bMHHCINo+8i2Ld+fzzdufMOXrfcRe/Tpp8W7KG7zYLcwIA1mcruPVTOGjGp9KuN1GlffPwjteTSfMphDptBHpsBPhsAWyVoci8/+w99bRUdjv1u9nfCbuRkKMCBogaLDg7tqihSLFCsUdiru1uLalWKG4u7sHEkKEuLuMz/1jMiT9nXPWC+cOf7z3dq81KzCS9WRkz/N9ZG+5WIhMLMRGKvmk+2sumDRABIJyvWQTYZpuE4mECIXCf2g6VKzNQnmt1eRNp9PpzV4WiknM5rcrMRQnJaDR6YkrKDKumUsVTDsdQdTbVFrU98TH0ZLwpVdZOGUD99f1Jb9Ug081X5KKSpFIhAwZGo6rrZxb8ZmM3nqfbq0CP3tV+4veJXYKKd52UixtLHmwrDNh9bwQCwXYWUoYF+ZLqUZPZRtLNu27T7NgJ27eiWHlhGZs618b/4HbWdguiIs7DzP64HPq9pjPq5hsYq+tRiEWUcvX8X/1JP53SEpI58GxRcxcNo6dD+PR6Qy0bl2NOt/vIdhZQWRmAUffptF6yRUWXY7G2t6a9utuc+rHpgwc25M5U7ow5sgrnL/ZS26xhrxiNVXGHsXOUkLHKi5mixMgvVDF4wVt6denPgdepeDiYsmt2AwWX41mw9jG3HuRAsW5vHqTypn3mQQ2rsPRe4m08LYnP19JQmExDWq6s/JUFJa1mnBhSnOuzmzJwH1PeBWfbdZYJWIhz5JzGdy3Hq/TSkjIU2FpY8nh1ynklagJ8bbHUS4lOuIj39bywM/ZgpU3Yli/qA+1vWzY9TCBrEIl9dzseRaZSZC7NRvHNiYpT4W5DWBT03LY9ssZ3qzrzqAQD9RqHedux3Fhy2h6Tj/Eu7dpXJzQhPkXInmzshNbHyVQlF/Eh2vXiUjIJT87n9rediAUsb1fCHXaNqJK2xnMOPoapcZ8fk8GIL9YjURoVDuzlkoQCwTkKjWIBALUeiNxmmiyzNABtU6PUqsjT2kkYAe5FIVYRIlWh0IsQmsw1mXNjXIxpDIhnwqqZqYjv0kYyVRCqChLWV6bNUmX6r+KaI/C2pLYF1Gkn56Kq50Crd5A417zWLVqFJd2HyVqUy/+PPKImj/8yYXp4aCwoe2i8xQptez7viG7b35kTZ9aXHnwEaVGR0s/F54s64SnnRTbryGW/SI2i/3X4+nftRYtl15lfGMfNm65xOjDL3mdmE+Pqu58u+0+SfsGsXrzZS7O78DzpGIy8pWMHd2Wmx+zQChibsdgIs4uITY6Hb9W0+j2434iEvP+N8/hfwsnDxcm/f2asY19uPYuC79RB6nkaMnDbcPoXqMSrQNdmNLcj8l9qnNkzU5EYhG/jWiAi42M1V2qMizUi5ZBDqQdGIbBYOBtZgHFaam499rMtFMRZosTwN1GRlxmMRevv6d3VVemtQ+gTYArR44/o3NVdwa29mfa8gkcnNicLSv2s3ZACL0be7HtfgJarZ5AB2vaBTtweUpzPH2ciUwvJKjHMqIj0wj2tDdrrDq9geepRVhKRWh1Bo7c+cj0vtVoWtmelJRCegW7svrqByff0cEAACAASURBVBo2C+ZJag4PPmQTm5hHuI8zu869p39dd/LylBgMBjLS8ugW6MKv1+MoKNUil5g3d/H3cuLA6oF03HiHvyMzuDSzJVdmteR5eh43Ng0m58E1cos1zG8XRIfNd5nbOoD6DXw5vWsyWVnFLJ3QgjAvW+r360aXzXf5tX9t4q+tJvptIgm55lP4F2CsZecqNcjFIvQGAyVaHU4KKWqdgWK1Dp0elFrdp7qkzmCgRKP7RJ5ysYh8lYYitRYLsYhSrfG2r6Hna5Tg/Oc3YcWmlUnMSavVVRCmryCLWVavNv3/azlR+DpZMmlcOzbejiXMzxYHuZTLfy5gZCNf7h6aS589j3i8sT8ulVxov/IGzb/tirunIzKJiK7LLlFSosHP2ZLWjSrj130l1ccdRqnRk5yvJj6r+LNi+KJn39fdlshTJ+lX3Y3XyzvSb911ck9OwEouJsTbjkl/v6FzmDcAf6/sx82PWXQMcmD9nTi2bL2Am5UU1KVE5RTRftUNtk1shjigLjOndsfZ3uLLn8H/6Y8SwLuIFB7E55BfqEJuIefQqZdYyMRsvhNHfomGrEIV/Wp5Ety9J3VquvMgJZuOv9yj8c9XeJKYQ4FSh1vLWYz87SmxuaV8PDqe7JM/cuvwebPFCRDxMYc3Gfnk5+TTa+11zkfloNUbqNPQnxarblDbzZpilZ5pf79i1apRRGQVotYaSEgt4OzUFljKxKw7G83s85GkJuUQ5u9I9Kk5jOkTQrHGvE0ivcGAl52U7kEunLr2nqW9a2ApETFk423m963OtY9ZqFRahjcxliOcbeSIxUK2P07ExkZOsJMNEc9ikUtETOgXwg8HnpGZWcykJj6ozXyEzS7RMHDKb2zuX5tF7QIRCqB6l/ncfJ/DkB0P+G3PLHR6A8ffpRMW7EK1Efuo5GjJoPU3KMgv5djjFGYcesW5cWHM71aVsFE72XwvjnGDG+HjYL73qkAgQKnRYSUVoTMYEAoEKMQicpUarGVi7OVG5waRQIBCIkIhFqHS6rCUiJCKhNjLJegNBnQGAzKREJXOaL9eqNai+wpOxSKRELFY9GmESlxmr17uS/ZP4i2vzZa7fRgdP4T/kIE0d6RCgQBvexldg1xpX8WVfLWGtbdiuBaZwd2kbGJichj+2xMOjG9K6v1bhAU48v7uE8LmncfVw4FFPauTU+aeaxtYFbmFnPAlV6jpbkGgm/XnxfAlAat0eqr16EFCYTGzz0cSElKJHjse4uFggVOTKWh0ejoEOBI67xJedgqaV3Zk0404htXzZO+yvvjaWjFp8VgauNtzcGwYlW0sOLOoKytmbjLr2IhGZ+DGoo70G70BpVJLy2ZVeL2hFzV7/MwPjX0I6jAbnd7AkVdJrOsfgkQk5NHHQgIq2aJSaZlx4CV7LkTz7eTBJH3MpIO/CyUqHUMPPCeoVXPzBQr4uNsS4mYHKdHUqO7O4BAPpp9+x7S2Aeh0BlZdimZJxyDOjm/CppOR9KtViVENvdkztB4NfjpGRoGKyCs30OoM3FzcCefw2cRkFPPn1RhSzeyhpNPq6VbVg9H7n9C+uT/u1gpWnoikdkglbKUS1v72mC396zD/wCuspWIs5RJW96nF3iNP2DO0HqtuxBAaFsiL9FyUWj2xUSkcHhvG/ItRCM2cvXjYyPlwdBJudnIuRabhaCXl7uF5NAtw4NqsVjjIpUw5FcHVZ8l8V9eTsSPC6RDoQH5KOnMHhdC5jju/Dg7FuclP6A0GVsztxdr52/n9zFuiks0r5Qig0RsQAEUaY/YpFwvJU2pQ6vQoJCJEQiESoQADRuKQi0UodXpjpqvRYSMVo9Hr0RkMWEpEWEvFXyVz1en0n7JSobDcOl2v13+aYzXVXU0kCv/UVa5YezWVBcydu+Yp1TRwd+BGfCZ3ErIYsfQiUbE5zDzyiscfCzg/PZzfvqtPZG4B4UN6suLn/Sg8vMiOiePDrbvsf5zEt9sf8PuBexyb1prC1DScna2o7Wz3dZwIFGIRf4xowIOEQj6kFTIl3B+VRofeAEKfmtw+ehlHhQwbGxnnotNJKiglwN2WmUdfIREKCXS3IjKlkJsJ2Yw//IJm/X/meXoeL86txMaM9il5eSX03XIfXP1oX68S8akFvEjKwyq4Nl5tZmMT0hhbCwldgt0ZvPk2Z7b8wYNXqRSUqNHr9VyYFk5aYgY/NKhMgwa+PE3LIbdYzZKOwfw9vonZ4gSIT8xCrdWTfGUJC9oF0XHeKf5at4uU4lJiI5Nwd7SgyfLrfH/oJQYD+A3aTbu1t5hzPpLIrQOYdOQFt3+bwsGtxxn553MElQK5m5RD4qPH2FqbVyxZJBISn1lMQkwqyzoG02z6cVxdrVjZpRqDV19jw4SmPEjJZmz3YFaffU8zXxvG7n/C/JFhbH7wkXOX37KpTwinX2fSuYoLA3vXZf2dONzsFGavDybklvIgIYfUXCVJBUouRKYx6+xbelX3QKXRseFWHNU9rIm6fI3mc88QmVLAyrPv6dK7MZPGrSe9SIO3owV2oc0YuOQC39X3xqpGA5YND0UmN58NtACwkksQCwXoDGAlEVOs0SItE0Q3XeQiodEZWGjMTgUY52NLy7JYZRmxCcsML00jXOaEAf4xCWA69lcczTJaJekreJTpP5FvxfEskxXU13ChAEjNLsFCJmLO5ptsOvcBS2tLlg2oyZZBofzSuybZRWq8HC0o1ehJSSviyeGZ3FzWDYAXh6cxLsyHjYPqcG/jAB6n5pJ4ZCwT2/szcv8TlJ852fJFf1mRWsvMs29p5mtLhxrOjN37hFbVXPiYWYRfsBeXd4xn0I4H+HvZ0bdGJep62vHHkUfM61mNQXOO03bdbbb2rcWi6Zt5efsVtrUbs3D7Peace0d89ufVMT4HAR52TO0WyIQRzdl97CUd63rw65141o9rwtKVY3Bxt6frhts8SspmweA6pN9ew57hDdAbjKr6T5JyePNLP4I9rPF1tebAwxRyStXMPR9JtX7rzBYnQI0qbjTsPpt5F9/z45GX3F3Ti/qD+jN3x0NuruzJ6dPPmd0tmMb+drxc1oEbG77h/dnTLGgbSE6RGqFQwNZHCXw3sS+REcnUqOvH4i03ada3rdmFIwQCAZoyI8L4zGI6d6xFv/ruzDr3jjYtgwiws+ZlcgknHiezd1h99txJxMPDhlA3Ox5HpHNqbgeufcziXUw2QoGA6NQC3iflsbRDEMVmnnMtKVYxbNklPBwUVLKR8+v1OFQaHbPOvaP6sF2MbOxF5wAXkFlydVEnBAKoE+j06Sj9Y5gPjeecpSCngHNLutFr10Nit/Rl791Es8ap1RvIL1EjEgiQlRGoSGj8aSExio+XanUUa7RGWx+93jgHq1RjJRUhFgqRiIRYS8QYDAasyqxd7OUSVGa21qaMDE0jVKZstOIWVrkZqeEfxGki3YowPeZr1FztbRXciM9Er9Uys1sQC75vyIwDL2n7zUKqjPsLFxsZb5MK6Bzkhk6nx85SyuBdD/GpU43a36zDx8mSdTdiGbLrEbOm/IJX27nUr+SAra2Mz915+KJ00V4hoVSt497HAnZuu0DO6UlEpRaxbPUJko5PwrPZJBJvbyAxu4R+Ox4QH5OBXq3iemweoeG1eHr/PcMOKPBt14n05GyUxUrkFnKmNvfneIn5bB5i0gsYM/sQFOWwYtVoOgW60iXQFblEyE8n3hDs50C/Om4MmXWEe9uGM+tcJPW8rDh/4CIIBCz52wqJRMjOwaGcuhaNTC5h+Jb7NKhTCe8GoURdN1uoxGUVY9uhBRfuxpOZkkXDSTFUq+3H+nFNcLSWcn1lb1r2nYtz03Y4Wog59SqT6j26I5eImHXuHcd/aExusYaorAKOGAwUFKiwsLLg7o13yPXm/XBpNMbjYLdONXmfW4ing4Ld1+IZ1doXa6mYMX88xdHRgo19Qgibeoza9f1Z0606P19+T99m3mSVqli66z4LRjbmaXouvi7WPIxII7dE81XcakViEXnFakLc7BjZ3JuI9BKOXouhbngID5MKuPc+lklTe9N6wTnatQpiTqsqlKp17P5mHR7f7ub2+v40G7mNqX+94ujoRkSnFfHwwiMCzWifIxSATCJCVNbYUemMfmqaskzUtHWlB6zKmlVioQBbmYRClXHGVa3Tk6fRYVeWUat1evRlGa85UT6KVb4wYJp7rWjcaCJVU5ZreoxYLPpEsBXdoL/GhlZWdhGTV1wAkYTFx96iVusY2MaflHqj+O2P2zSeeYqzczsQk1XEo/lt2PEgjoHhPnjayHjf0o9q7aYhDW7AzRU96JpbTFbEa7KL1MREZ+D0mdn2FyU3GUVq3MsaTx8OjePAswTaLTrPgpk9+etNEpOWTiAiuQCZRMSFH5tSWlzK6RV9eBCRxtP772neqjp/jajP8QlNeLCqO7Xr+9K4oQ/u9nIUlvIvfwb/B4hEQrxDQzi5ewrXIrPQG8DNVsb5DxncOnWXxn52DPlhEyfXDsTWQsKeTcdoV8WV0E7NQCyldpAzXep7ojeAWqnm6qxWPFvWkXcx2Xy8/8BscYLxgxVS2xOFQsLvs9rhHeDJrRnhXIvOpdHss7QcvZW1v07l/uIO2MqkjA3z5o8RDRiw7T6R0VkE9F5Lg29Xs+TEO4o/vCU5Lo1K3s6k/T4UlZmPhgKhAHdbOWcuRhBgZ82DqEya1HDD28aC4csusbBXNWpWtvuUiWzqU4snqbm8icqkWK1j7Nb7hDUJoIG7PVfeZePnJKdWgBNpeUqzlwUkUjH7Z7RhyO5HCAQwbcdDhod6YW+v4PyEpqzbdZsn96M5+yCRq4s64W4rJ6tQzYu0PCYef0PP3g349cFHss5Np7hYzaS/37D9cSK/r+hPRpH5EgEDoJAaj/X5KjVykRChQGA85mM8+guhzJDSgFKro6SsUWnMXI1mlXZlja18lQahwOi3Zu7FDBPKrZyE/9ALEItFZW7LJr88YVlZoHwby1SjNZUOTORsbsgVUmaMbU3qH8Po38KXxAf36VjFhd9W7wG1kqhf+nyq83uNPMTlt1nE56i4HVdARpGGHxePZ1CfUIbve0x+dj5JZ2aSWlxKizA/iv+b+eP/Dl9ErvmFSiRiIUs7BDHq0Av+fJjMmTntWTRlPc+TitmweC8GDJyOSqNIqWX1jy3Ycu8jYTXcmPNDCzb1rkWHzXdpvfgS+SUagj3tuHD4GtNOv8XZxnz1QX9Xa54saksdLzuaBjhQu/Ms+u9+RJCDJRc2fcecyesZN3sY3cdtp/eW+4ye3IcqnRdibSmlx8BWzG5VhbRCNZdjM4nb0psfj7/maUIuKwfUYsCYnmaLEyA3r4QuIa6Eh3oy/cALZvepRmGphuWdgln2fX12rBzEH3cSeJdawORdjzn4MpWkvFJCq7nyQ5cgRv/YkycHpxF15wn3/phK/96hRD+P5np0htnrWSKh0eZbppDhbCPj9bN4xjfyZtzepwzu34Ba7nZs//UsVnIxto62ZBaruPY+h7VD6vAxu5QWYb6s6VadTovO4udihYNCzK3HxmO2uRtaVhYS9j1KIie7mB+OvsTR2YbZ597RPrQSgROPc/znrlxf3oPou4+xlIlxspRwJS6T0auv8dfWI4T52TK6fmXS85XkZhdRqNSwqkswt+LzSc8036q2UCCgsFSDRCjAQiImr8JIlUIswkoqwkIixkJiFHOxk0mQikTkKTUUqLXkq4xEKxIIKFAZbxcKjNtcMjNuksE/t7BMWahxUqCCX1pZBm4iUjB5kxkXBkzTBRUXCz7X8O9LIBQJcbGW4DFkPyUaHShssJCK2LFlEiJrOyxlYg69SSXE047Jg+vz6FEcexZvYe/e68xq6c/UFv4s7RiEra2c5uHBePbdwrvMEk5uO4zoM9+rX1QWsLGWcWDnOZKzixEKBIxr4cvsc2/ZvnMGQfbWdN05mY4DF6Oo1oAlKg3atHh2rx/BiJGruXxwIWMOv0AqFTGgQ1WaDV7NmV2TSO7bEkuZGKkZn2ChQIBQIOBmTCbz5+5l3qoJ1HSxxkkhw91ODvYe/Lr5DNi7Y2cnZ16bAI6cr09lJysWtgtg8okITp56xukl3bkXk82Hj3lYtvDndVY+HYId2We2SKF6ZQc6BLjiaJHD7h2RZHUKpN7sc5yf1Yaq9jbU9rFj562PLL8SzYTe1anvboeDhZQje85zRKuG0gK2y63YsuY7uq66Rvbj23w3YwQz/nyJxMzdYpFQwPPUXIKquvE+sxBLG0tepuah0+npVc2Fm/GZWFbyJDW/lBrV3bkSm0OJSsubjCLEQgHO1jJORaXhUdmFgbU8+G7fY3x87JFLhMik5o3VzVrGhYOXQSzl5NRwpp2OYEf/EHKKNazbeJYWAc7UX3SZh/vGE51ZRGU7GTtvJ7ByQjNqOHah7ehfkXn40LtbCLlvniGv041KQ3/HO8ADDObLCA0GA/ZWRtEVUwInKjvS5yo1xq68wDjrKhYJyFMZ52FNR36JSIBUJPyU+at0RoEXALW5a65lMJFn+YKAsGxaoFyMpdy8tLzBZVwa0H0iV+PUgYCv0dMqySvA20bB7TV9yFOqyR/Vkfqj9+JTK5DWbauTUaAiObeUl0l5jG7ozdJVJ7Br0JLL89oTNOpP5BZyrvzcmdntAhix5T5ia1sexeXSeWRfHq48+1kxfNGfJReLyD47jV513Lh26CLFGi3z2gYx+qddBLpbczoyiybD+vN6Ux9C6vuBjQvuFgp+3z2DjXfj2DOwLs8exdLKzx6Bmx9ykQhvZyuiEvNQmXFFR6vTM+9CFIOn/8nqlSNY/PMBJu9/Ro5ShUQkoPuQDpCThKe/B4/uROHZYx2+/k4sbBdAle8PkJpTwpml3fGyt8DTzoL61V35+VIUk2f/Qbi/eTe0REIBWp2BVaeiGPNDB+bM2cOxn8KZ8NdL+m64ycbbMSzqVJV7ew6w4fArHC1lNJxwkB5D2tFxcCfmLRsNDh4093amMLcQPILYu/MiudmFOCjM19UGsJKL2XU3gUPf1WfQqquM6lmTEq2OpqGebLodR0aRhhlD63P8XQY967qy/8Qr9g+sy4mHScSk5BPoIifY0ZKczAKepefSuIYbyckFiIQCs365AqQVqrix4wee7R3DHy9TqOZpx8xzkdQcthMKs8gqVHHohzCG7nnM+L1P6FzVneJiNa9SSrCUiajfNZytU8JZ1bkqi5cOZ2G7IHSxL5jUNQgbeyuzxWnK+ApUWtQ64wqrwWBAW8a0VmVTNDYyMWKBACupGLVOh5VUjJVUjIVETJFah0ZvQFH2ZZpdqsZW9hVGsQT8Ixs1wZS5moi1YlOrYhOrYoZrImZjGeErlAWsrej/83nylGqORWSwd8UuDq/oy5IBtahWyQaNVk+dyjZ0+3E/L5LyaNwljIfLu9Bm0QUqV/Egbnt/wr77hfQSFTK5hPOLu7G1by3OnnmB7WdOi3xR5molFZGcW8qem/EglnIrNp9Hb6LIvLyA7jsecu/YFdLOz6ZUrePkmMYERSQjFQlJLlQxuakv1Ubsw8HDlZfphcwa3Zw2w9bgEtqI/Jx8CtPNd9SKiksjfuPfDPi+My19nIk5OYtT71LoM+s42xd0YVmnYK7fbsLRCU1pNv04g0d35vj5CBZf+cCYwY25+CgRdxsFxyJSWLX3Aafmd6JQreHuTU98huw1W5wACXml1O23HKwc2ftdffb5ViW87zwenVpOZUcFHTffZVfme6r27EWwrwMZRUp8q/lw+sxLbJ1sCasSgoWNFbYWEn6b2RYvGwtG7H9C5JMonM18LMwuVOHtbEVsRjGd21VDj4EN56NRKCS0qelKM08H2s89xZH5HQGo7OtMVGoh7yOSOFF23fjfnzGqTy1SC9TYKcR0bupDgVJLbqF5ZfxUGj0KqYi64w9RI9QfhUJMZmYxO37uiaVETI3xR5g2PIxJnarQ0s+F6LQiYqPT2DkolEl/v0YoFLD5SizD5x4n9dg4ak47g9i/DnVc7Sgp+bya2+fCYACpyLg8IBWJUOt05Ku0WEiMG1vWUglavVH5SioSfjqWlmp1WJdJE8pEQpQGox6sVq9H/BXSQQHlXwamJQKhkH80qkx6AyZUzGJNBGyqu5bXZM1Prl4OFni3CKbLd2uwD2lA4vVVBPxwGHtne8IbePE+s5BW3k6op/Vg3Y1YdgyoAwYDrZpXISo+F5VGR7WWjfnlcgx//9iMmJwiPHUKbqzuTae2nzcx9EWvQHKekqxCNbM7BYO6BKEAhrfx40N6MR1quvDsz58YeuA5vr3X4zl0Px+29KXNjONsOP6WTgvP4ubnRU56DuOb+KE3GNj3y1gUFlLcPJ1xcTJfBxaRmJkz+lDb05p6Ew/j338z83Y+pE//MMasuEz/HQ8piHzJlocfubu6F/dfp7FsVEOOnn1NtyAXYu4/ofmc07T1dUYVG8GthBz6DF3GvbW9QWhegRFXKymu9Rpxa8tw1Fo9yqhnCPzq0GL2Kdz6bqNFDVdcXCwJ9LbHzkLKiG0PuDI9nKohPrxb1x1nCzGJOwcwYN9jJEIhTX7Yg6+nLZ17NiCt0HyNFzBqC9TxtEIqFvL6QzYPP+Qwv3tVWtdwpb6HLetux+Lq5UKQizWjtt4nNMiZQrUWV08npEIh+58lo9XqqepswevkQnwdZDx4l0GxRvvZXvCfC41Gh5O1DA9fd95cucO+waHEv0/icVIRAxeeQSAQMKCWB/U8HKg3/RSpRUoererO2MPPsbeS0bm2G0u7VefC+kGk5Sl5vboLjZsH0XXFFSwszHci0BsMZTVXYdm0gJFYBQKjmEuhWkuOUk2xRodEKKBEq0MoEKDW6ZGJhOSpNGUlBcOn9VmJUEiRxvwbWqY5VyifHPi0BPAf8oKmuqxp/dWkilURFedhzQ2FVMTbt2m8/Hs+ue8j2fXoI02bBbLo25oc3H6Sn/54TvNvlnDiQSKHhtWjZv+1BI08wKnTLzg1PoygcUfJyiqiSTVXPOzlDJi0h4eJ2dxIyKak9Cs0tMQiAXYWEi5EZ2PpX5XcIjUnnqWi1ekZUd8blVbPjRuRfDuyE+07huDeYwNvdwykerAzUVv7s2d0Izp0CmHl9Q9MaeFPU19nbs9pxaVpLT6t+ZkDfp4O9K7mzoo/ntGqbU1cqwZRraYntTytuLSsJ01quDJw4gBKVToaDt3MqYlNWHzgFdZ21rzLKcDWPwC5hZzmQ1YTd34RF16k8urcchqO2UevXqFmixOMXeD06DjaLzzLiusfwMYFQ2EuP49uzMOtQ4jLLEEgEHBy22GkYgF//dgM/95rmdyxCqciUrCQiInLLOb1iyR2Pkgg6eh4dHo9C9sF4WZtvgkMALVGT21nO/JVGhLjMljdrTpXYnIRCOBcdDaPX6awdkgdLseko9fp6VPduHaYGJOCAbj9NJnmoZWwlIjxcrBgwsorTGznj5OFzOwfMplMxMTjrzk6oSk4uDNg50Pebh/Iso5BTBndgm6danE5JgNbCwnXFnViyu/PqTflbzb0DmF9j+q08XUmS6nih/1PuBCdzu0PWSzvXI37Sztjb8Zyi0Bg/FzpDQbyysRa7OUS49KAHiwl4rLMVoilRIy1RIxIKKBEo0MiFGIrk2Ark6DU6tDq9Sh1epRaPaKyvoM5YfptpoyzogKWaUOr4gSBKTs1Hf0rar6a5AuNz4H5CTY+2/i5Sc4rpXb7Jvx5I44rv53kTlwBH0/N4MqMlkSeW8yVKc0RCQUknZ6Jm7cbAoGAqaffsnVyC9qE+bDl523UmHKKu3vGM27TbULdbFGVfN7m4xeRq1qjo+msU3zMLKI4LpoHTxOp7GxFs0kH0eoNaLR66jbw49aTJC6eecbxdYPZ+uAj08Kr4P/9ATqNWMeqrtVYN2czpyNSjFspegON5pzjgxnFsmOTcnmWlsu7DT34tU8tqlRx5OWTOBwtxFT1sGb7phOMqudFoVIDAgHzLkTxy8gGaDVaJo9by41FHZErZDw+NJPeOx4wvHllxhx5yYcDo7l4JdJscQJYy8WgLuX28m4kpBaSeXYaAN+EePE+u5DL1yIZ09KXxMtLaOJty66nSdzaOZbpu59QzdGGIT+fZ92dOKI29eLC0ZuMPvKSrrVcEIsE6Mw85yoWCXC0ktJj4VmG9qpNSoGSo+ffUtvNmviMQtZ+F8reR0lcfptNzZoeZClVZJWqqOTrjoVURGZKFuMaerPzfiJXniUzZlgTbKUSkgpLzH40LMjKo663LYHuVuyY1Q57WznRGYUETTpJTEYxL6IysSmrS447+pK+Lf3o2zWEnmuvEzxkJ0N3P2LInGPsHdGAWasv4mopx0oupvvmu2afH7WUS9BjHPwXlc22WkjKnQQs/5tlArFQQInGmNXmlzW5tHrj2JYeo7brV+CsT0pYFWulpqzVNElggmn+1VgW0H9qcP2nsPbXgEgkwNvHAU97BQeGNyD6zUewc+fg8aeIhQJuxmYQ3G0xLxLyOPYqidfJ+aS9eM7gfvUZUNudHXcSuHr/I+cPzCO8iR+dl1+mOCGO9Tdj8a3k8FkxfFHN1dFGxsONvYnLLOZDXC49mvlw8Ukyb3YOJadITb/Nd0h7fB8UNiCzJMzPkZvxuYT62NG7R11aVGlJ/+0P6PPT95x5m8XtuAJCKlkQ3sSPq1fMl2VV9XZi9PjNTK1eD41agzI7mwlj21PL2Q6lVk/rfq1p8eOfdO/TiHt7xtHvl7todHrWf1+flP41Sc4vJfnaOdoWlnDop5ZcjssiPj6X+/FZnJzTnqb7zRYqRSotXQe2YeGl92RnF+MycB87l/Vn/Z1YlBo9bzb1ptG8i8iGhzJk9HrO7J/BwktRvFnTlXW3Yri6shcqnZ6eOx9CXhprulWn++a79JhWyewNDQuZhAfJ2fgHezKyvhdL20jBQAAAIABJREFUr34gMNgNJ4WMjOwSkgtVKKQiutVw5lJUDsGONnRddY1lw+ryd2Qac0eFcSIyjVK1llndgkkuUKIzGLj7MR+Z1LzlFi9PZ4QCAYnZpbQPcmPUxC0EeAyhY8sAfulVg5cf89j/IoUzbzJZ0bU6Q7bfZ8Wg2tRwD+HS20qMbeLNo6beaPUGKgX50HnJBSI392ZJnxpMOGI+QtDpDDT2tUUsEFCsMToSgFEFSygwmQ8KKFRrkYoEn/yxBAKQC0VYmOqYZb/PpDWr1hlNDM0J0yhW+cV4vUk+sKLegOn+FTVdTQ2titms6TZzl10FCMjLU/IwKYc1p6O4vbYPWx8lsKF7dQqVWpr7OtP+u550Gr6GARO+YU1XD6Tu3tSpZIm/gxU7B9RGozPQatFF5gyuQ0a+B4161mTtyiP4Sz7vvfpF5CoVCknJLWXItvv8PakZDQesoP13PQn96RjXl3Zj4bc1cf2+AfufJjGorgduXdcwZ2ZvzrxNpXWgPaMXn6VqaCAyqYhBIe6svPaBvXuuYu9Vicw082mPvotJoc7MjmwbWJdRvz8lzmBgy2/3af9zF8iFq6cfk3hoNOtvxyIRCaldzZVv6rjT//u1dBnzDadfphN3fS2+Q/dhJRMzt00gDSrZ8DCpgAkn7pstTgCxUMhPTf1oPetv0v8YyrvkQlzt5Oy89YQL48Pw/P4QvgFudK3hQWCHDthIJSzpGMywA8/pV9eNC7GZPI7N5duGlfi170KqfreXIUOas/ByNK9is8waq0AA595k0aiGG6tvxVKq1hIW5MThiDS61vcktUCNQirm71cZaLR6jkak0ijUCxuphHOPP9Cqtge33qTh62HDuXdZFKu0XCzNRCYRYfWZGpmfCwMG7kRnc/ppMh3rePDi+DwaTj1OSKgvjt/sRV+Yx8IZ3XCyEvPNL3dIj0uiiU9r+u95TK96HvQat52Io1PJKlQzqWcwXYLcmXUuktj0QmRmnGywkIlJL9IQnaXEWiZCpS1FZwBrmRCJUEixWllWBtAjERrXjx0UYrJLNDiW1X51eoPxdpGAfKUOZ0tj6eC3p2bzJgT4JJJtrLWWuxGYrjOSpf4fKlimeqspQxWJhJ8yX9MGl+l3mxOOFhI2DKzDjocJ+HnZMXDbfZSlGoaXaDhz8Bo9BrXm9u1oTu76iRBPO2IzitkwuQVjx21E5FOTu2t6Y60Qc2dxRxZcjGJqyyr0/H4tadeW4l/94Oc9X19yHBMIBJmAeV+xcnibywL4K8cJ//fEarY44d9YK+D/ltcf/u+J9f9zr/8Xkeu/+Bf/4l/8i8/D19H7+hf/4l/8i/+f419y/Rf/4l/8i6+AL+oiKGzsDZW8KhOblIudgxX5+aUIBAJqejug0up4n5KPo50F2XkleLlYkZBWgEwuI8DVigKlBqlISHRiNiKpFF1xIbWCvdDrISmvlMLMFDTFeWYpa4sUNgaD1A5Pd1vUOgNioQAXKxlvEvMI8rAhMikfnaoUscICRzs57tZy3mcUgcFAaYkaFydLSlRGFR+JSIiFTIQAcLaS8TGnhJz4d1nmqg+JFDYGsY3rp/+Xd0/Lx1wqXlfx53+i4mMAtAXp6EoLzNYqcHB0MqgVToiEAqzkYnIKVVR2tKBUq0OlNeBsKUWl1ROTkIFYYYFWraGmrxNJ+Ups5SJSckpxs1eQka9CWarCxkaBzmCgipMVL15FYNCWmi1WsaWtQWbnRqCrNYl5peTll2JpJaMwr4gavi4IhRCdXoRQKMDeUoJGbyCnQIW8rLFmJRfjYikjIa8Ub3vFp4H81x9SMSjzMGhKzBKrnYOjoVBgg62NgsIiFVKpmCA3a/JLNcSnFeDqZIm9XEquUoMBAw5yKfqypYG4DGP87g4KlBq9cTVWrycxOYdAb2d0egMf3r4043vV1iC2dUHwaeLVAGVW3iDAUDazUDa9igHDf9yz/D6mhwpMVuD5GehK8833+lvYGmpVDeBFTCaVXG0QCgWUqHW4W8sp0Wgp0ejILVSjkIvxtFPwLjEPS0spErEQS6mI3BINhdm5gIAgXzdi0gsRCoXYWUspyUqhIDfn/xjrF5GrWyUvakzeze/hVWg1eAXzto3gY04ps1tVIbtQzZP0XKbNP0SDUU3oVq8Su8+/p1moJ7lFKtKyi3nx8AMfrn9LRFoBIR62bH34kRcf86hjq+DBsiH/6yfyP1HF348En5E8/nMUp96m8G3dykSlFNLvl7uoRQLujm6Mj7MFtX46yaUFHdj3LAn/7BLuPfrI0m9rM/fXW7hXdsXBQcHLRx+IOzCMDpvuYGstZ2yoGyMb+ZitUC6ydsGt/7pPE9oCgQCD3oBAaPz5CYJy0jRUkG4TioT/hYzBSLRph34yV5gAaC2d6LrkIFOa+XE2OoMVMzaSF9qCH7+pw6XX6RQVqUl6l8z23c3oWtWdpJxSeq+/RePqrlw9/wKhWEzlsEDuj2jAwRdJ5Cm1TG7mz+Dfn6L+dYxZY0XhiL7RdIZNaoVap2fzsQgOTmxGFVcrGi24xMbhofQfupR9e2bxNLmQU3c/sqxnMNN+vUdxRgY5xbkMmTEAocDYqd939ClxOwYw98J7to/qYrYwPTwr4zh0M08O/02zyb25v/dP7j38hVvvMzkWkcGyTkH03f2IxS18GThqHbPXjuWX01H4etvzjb8DV16n8fTgX/j26MyCvtVZeOQNgQb4+OYDT3cMo3olK7O9VyW2LlQesvmTC0G5vbbxdp3O8GnTzijMov+kiGWaeRWJyiUGyy22BXzcP9FcYQLg7OlFjZ92862nNWMa+TD19Dv2H3zA+V2DkIqFiIQCHsXnsuxiFJERKdT/xo2Y9+moSlVIKznRPcSdi9ff83ZjTyxlYmaefcf2X04zaVZvDk7p91kxfNmGllBAfFI+rcZsB7EUf0c5C9oGkp6vwslGxrQZu/GoHYK1pZRFM37l0oyWLGwbwKNniczoGMjttX04/jaV2UdeYyETc/5REkMbefJjmI9Z59zUej1+IQF8f+gFE39YTV6xmjF/PmPV4NpUD3SmxZid3I7NQqfTMe1UBJYyIVv61GRI12oEORhFORKfPGN8W3/WT2tNkVLLiwu36VzLhf4hXuYLtCIq/P2fiLLCnKJep0en1aHX6REIy2cN9Tp9OQkbyh9rdsc3QCwSMqGxDyKhgGnhVXh2diWzh9Zj06EXVPGwRavVs2xcU9pUcSU+s4R8lQaDwUDsxzw8A7wwJEWSmJjP9ZgMlu19xN332XiET+fe3Q/EZJhviQQgyMOOpRNb0trXmbepxTQK9cTBUkrTxVcY2z2YWYdeEXV5NT8fe8uEMB/WDqxNY09HtGVaqcsXD8ZaJmLduhPsO/qUlxt6M+NMJLuXbkenNJ83mU5v4Ny4MPzatic1tZAzBxdy4W0qT1LzuXAnFs8WU0lOLuCXm3G8OLkIPzsLjk9sys3zz9j210umtQvAv2MXtgwNZdiU/fw1vgm+3nZQkEGzWafMFqcJxq2r8velaca1ou2LTldOpP9JrP+ckxV8ery5odEasLGQcuF1OjnFGs7fiuXRxv4MPfCMQqWW3Y8/8iQ1n7Njw1g6siG7B4Uit5RTvXZlDo8L4+i2Y8wdVo87MVnYd93A9iU7ad0nnMVbbxGfXfJZMXwRuVpIxUTdecLQMV2o37Md4X4utFp2jWylitrjD3P/zxm4uFgyqGEl7Oo2IbtQxcXodHIS0zj0PI0pJ94wvokfGam5HHyRyJj2/pRqdWh0erMKEFtKxNQMdGZJh2BcW3SgSueFbOpXmysfcjm/8zAUZVPb3Q61Us2biFSexuVROXwqPg4yPGzkPNnQl9u7x9HIy5GlB15Sf9ZZ5swZwPRlpznwPMFsccI/V/9MRCkUCY3/Nhj+MYRtminU6/TGTFYoQCQWGUnYRKwGY2b7ny6c5oBKreOPV6nMuxBJdpEaJ2sptV1syX/1kJxCFYt6VWfz6ShsFGJiC4rIUaoJCHRGpdJSv5Y79rUbkfbuPRM33eHa4s4kJOTx06LRuHs5fZVNnQbu9iy9Fs3U5n7U9rJBpdXzYEFbbr3PwdpaxugjL7k+IxwruRiJUIiFVETT5oFQWoClVERyvporW0by9pe+BA3cSmaBkh4ThyK1NJ8qVnxmMSqtni1D6pGVnsf56CxcLRTsOB1JxotnDJkxkkFtqlCjsj0uNjKqudky8fhr3u39jo1jG2Mvl/Jjl0BORGZwf98E/F2tsJSJQSTh8ZoeZovTBIMBNBr9PxYARCLBJ+FrkzKWoMJJy0iq/CNjNalnmYjZ3FNLLlZS7r9Jo289d5yspGTEJqDS6NjYsybDfn9KWCUHLrxIpdv2B/y45ir9t93n7eoubP+mLhqdAXElf4IdrYjMLub0ukEEdOxEYkohVrZWlH4NbYHIlAKQWbB/8188/uMwUrGQbi18CXK2Zkj/BgS4WfHqSSxRWaVIpBKG7X7ExFVX6NW/MVKxkBBfBy68TeXN+h7o9AYmr7xEXVd7fjz6EqXKfB5KHzKKmN82EBdbGZdntaJhvy4suBhJDXcLPl5eahwon3GSY/M68nR5ZzrXcuH5mWVsuxjL9NNv2fYogdQiJTV7LmHOwBD6dKjKT839adgulKUHXpotTuC/ECgCI8maIBQJP12A8vKAycNeq/tUJhCKhJ9I92vsa6vVWiaGeXP1yFVW3IjBUiamhqcNI2cN5210FiPW3+DC1BZsvBNLc19nlvz9jnuHz/J8aQd+aupLh/AAdizpQ8zWvlyJzeT18o7s/OsFjxa0xdHWvDoIkUm5CAUwvYU/9Qau59q7TFIKSvHssZb21Z1Y3ycEkVBAy5U3+OGv11hLxXTecId+oe5QlEN0lpIPqQXMPvMWuURE5ZCqpOcUM7d1AK525ovV0kLCz1eiORKRxvl5HZjdqgqHI1KRyyX0G92TM9fe420vY1ZLfzy6r2X1zVg29qyJAajhYksVFyta+blQ2U7Gh5xCIpIKOLvzKGuXDqJ61wVmi9OIcrKEf5KiKRM1Ea0pkzVaaZdvYZnEXip+mX6NNV2NzsCp8WGk5muoPPowZ9b050laLvW6zcFggGB3ay5ObMrD25EYctJwcbEkLU/J2CMvsJSJ6NezLrUq2fFNiCfTjrzi2Lgw0pJzcHC2Ka8b/x/wReTqai+nUbtQOg7pgl/HrqTlKbGRiwideIQFbQNw6rcThZWCtUv/4PCPzWnbwIvInQM5vul3ju44QS13C46/zuD0uxRmzdgBGXEcfJ2Cr4cN9mZ0KrVSSAjtPg+/llOws5BQx88RW0spKQVqqv94nAnHXiGRSrgSm02jBZeo7WzLLw8SODKmETf/OMHEMB/CfB2JPbeArRdiCHCS49hvJ8XFGjqHVzFbnCYIhAKEZRsrJmL9x78rvBFNWakpW63oV6TX6T9lv1+DXB1sFWx7lMC+NUNQanSMP/6GD2lF7PnzIYUFJUwbUp8L0WlYSkW8Ss7n/atY/Fo0R6PVs+tpEgc3HuDXK7E0W34dN2spbkP/IHZLH6aceoutzLzaszW8HXC0lvHHyxTG/tSX5OQCmlVxgqJsrrzLJq6giKs7DmBtLeXvdbuYdvINibFphLrbg8yCEo2eoY096VPfA49em1jyTS2Oj27M9388xUZuvm0yHwcLIpPzySxQYqOQUFCqJTmnlK3D6rG5Vw38A5wJ93Pht2eJbFs2gIG13LkUk0HjWWf4bv8TipRa6k76iznLT/LT7ic0HbcfkVcwyw684N7huWaL0wSTFiuUW2VrteWZbEXCNWkJVKzLmq4z3dd0nbm9tXNK1Uw/+46Vi/bwaFV3Fp2LpLazHa/PryA/X4lnx58JnX+JX6a35sG+CVRysOSbXQ95fOIyjlZSFFIxSTmlBHVbTHJCFuP+esWJmW1pUqcSAW42nxXDF5FrdqGazMxiXGzlXJkezsyzb0nOU6HXaAiZcpL4377j5Oz2HNs6nlYTf+ObGu48SMgGayfmzR/Inpsfmd2qCjmlOgb/NIjvpgzmbmQmIZ42ZOZ8Xh3jc6DTG7h5eAE9J4+g5/YHPHiXzr5v67B280VOzW6Pl5MlF+e2o0llO3RaHY/T8hhVzxONzgAySyQiAeciU/FrOYVN39Zh+sR1WNha4+lqRVqe+eptUJ6F6spU2QUCI9GKytYCTcSq1+mN3kRlSkTlv8B4MZUHhELhp+vMfdQqKtWwqF0gbQJdyS1Sc+piBN/8eo/Y3QMZ1rU6x+4n0r+WF1WdLLGQiKCkgEM/hNFr50NexWbz4fzPNKrqgoODghGTd3N/dU8exuWwf+3vlGjN6/76MaeEqaciOHIpijENKzO/b3VcWs0h7uISanjaUKzWsXDNRN6+TGDemkk8/uMwoY38mXziDe4Nwrj/Jo1XqcXUdLZh6PftUOn0NF54mVa13M1qWx2XXcKYpt4opGJmnHnL5nvxnPnrLpMPvSAhq4TMzGIeJmQT5GhBcoEaRyspfWpW4v7yLoxv509Iz58Z2q8eKccn0rG5P/0GtsDVy4VmDb2xMuOXgBHG95NOZ0AsFv6X5pRRuMVImmJxRWGX8mbXf4pjmzJdgZnZVaXWc3ztLur06EhmgQovFysuxGQy6+w7zvzYlC3rvmdityCUWgONei+gVw0XXl+4zpXdk2i75haetlLazj+DT7Nm/Dm1FbdP3cXPxZLLd+OITPy8Vf0vItfKDhZkpefzIa0Av/6/MrSRJ3eeJbNpZns6twmiRK0j1Nee8Xue4OhbmcwSJdP3PQMgKU+NQAAOVlLmrTrLzHB/zt+JY3aHQPrV9MDb1frLn8H/ATq9gU4/n8daLqGgQMXMjkEsuxbNjU2DCfawZnmnYDQ6AzlKFZlvXjFvy22+//0pf75KJrB5YwJaTUEqEnLl8M/0XnGJflNHUhL5jPAgR0Y1qmy2OD9BwKfM1XTR6/TlBFuh5mq6/3+ZDtAb/lF3rVhaMBdKC4q4+j6Drr/eY0zjykRt7kOL+p40X3qNdRtOc2pcGAVKLeuuxvDL3XhcggJp0HM+zx58oE9DT+ZfjGL78r1kZBSzdvlQxhx+QVU3G+4fnoO1mTNXpUrHkg7BPF7aERcbGfP+fI1FQC00OgNpBWqsZWKS89VsntyCS6/TaTB4AD808+bRvQ8EVnHk1IQmqHQGOn6zkO5VnantasdvYxpz6MoHcs0olq3W6IjJLSE1t4TwIEfmtQ0g6+/x3J3dijPv0xnatgpDxv2Ki0JOz6rutF16Ba1OT82xh+hW3YPsm8uZ1tyP9Hwlr+OyUWl0XJ/dCmuFBDsz6s7CPxtPRsuWcmI1Na3EYqOugEZj0nA1TguIxeUnLFMTSygUVCgZmDcRcLOVEXVlDXUDnHmbU0B4FXueJ+TRpYYTQe1nsvRwBJ0C3Rhaz5sXp5ew8sJ7Qru1oc2gZQxt40dUejFbJrdgdu9qLLkYBTnJ1Jl+GgcHSyysFJ8Vwxd9tenKlLovXYsk7e+JzLnwngY13fGytmB7dCwfarkhEQnYPrI+Ac7WPEzMZlq/GhzxtmfvxsNUadHMqJ6jsORYRArN6nmi1ulpOOMUn5dofx7cbWRIPB0ZWtuDjT2rY99zK2TGsTWoDraOtqTevsKzk4t5n6Wk8+COBLlbc+FJMoNCKrFx333cwjvSqao7QZNO0CY8iB8aVOaIupQRDbyJzSg2Y6T/hFAoNI5gGYyjWPoKzpqfZlxN2YBJtq2MSE1qRJ+I+L8RJ/5/C18vJ2q522FhIWHmX69pVceDiWE+zAj3p1jVmOZLr5H4MoJDqwdiJRWzqms1ppx0Z3hDLwKcrHCyzGHmyYXE5xQzdONtXq/phueQ/Ti4OZBtRicKAHVxMa62MopVOnrveMDDhW1RanSsvBnLiLqe2FlICKvsCEDnqu4ce53M+ahs5o8KIz5Xxayz7+hczYltDp68TC9kyoEXbB5Sl5QbF8GM/YHS/Hza+7tQ2VbO7fgCnn/Mw9vRguq9luNcux7Du1QFqQJnGxm1+q7E+v9h7y3Doty/9u/PFN3dIIgBiIpiIIId227ddue2W7fd2+7WbXe3YouJKAYi3d01AxPPCxzE333fz1/vZ/aL/3Ps9UaY45o5TsfL81rftc51LndPXiRmo4j7wNGQBGbPOwSyYoKOLyQ2OpPQuy+4vP0oKBW0dZ+jMZxAlWbV91UtalKtcMSquqRQVbn5VSDgG7kKflANVHwm3yRbmr1XjXQkPIrNZHJTZ8wNtfBbdg8HB2PGrbzF2D/HMt2/GsZ6EmwGH2HrzJas7ubFgquf8OraCS8LQyb6VWPM6TByimRYmeiCriEnpgXy14No3ucX/RSGX8pcM4vK2NzdkzlDfREIBMRlFLK9lxctalpSVFTGk4RclEoVO5/FIy1XUNfGhFnLLhD2No7hU/rxcE4LhhwNYd7YALad/4SBjoT+Yzejo6dDQsbPAf7ZGNXOjUsRGewOjkHPzIT5y8dQ8vEFt+e0IOnhOj5l5HPiTiQ3bryne01rRrepRuMZF/i8sz+P/2zDk6gspg+ox7L2Nem5/j7tJw6jtExB42HbNYoTvulW1YbDckUlYVa94QRCwQ91qf980lfdvKlSqX7UyGoo8mVytMVCXj75Svi169SzM+BNai6TL3xAKIDni9tAYRb955yi8+BVdN/2DN9qJhx5k8znjAK8rUzwHrSdk+/TGNLFk4/JBRxf/BuvVv72gw+oJkIgkeA19QJjz7xjTAsXwpLyAdi3+RxfcgvwGbCe7KIyTrxPxm3caSZP2c6sAFe61bYlv6ScHb3q4GlpTNyF6cRklzKkjRvdFl1j9+4Z1LTV3ClLqK1Hp7X3KVMoqWOry+YnMdSfcg7DGl74N3Kij5ctF7aPYdX9KB4cnIZQKMRaTweMrXkRl8+x7ePJebaeu7FZdGtbC2tPDw7vncHh/bPZ/iBWYzgrQlVJplVJVSxWa60rrlKbZavJWJ2hKr55zFbItZSVaoF/QopVKJUzZto+9HXE1JlxhYTgYDrUsWLiyADCk/IpKVNQa+ol0o8Owc3YgC+5BYRcvsuJUY1o5mbOpsfRTGnmQlxiHhGxuTw/NpP4gmJszfSoW8P2pzD8ErkKAOfOq0jMK6P56gcsbF2DgUdCSM+XEn/vJuObuDDx/AcG+dqTU1TG6gfR+LTxZfLgRhw6/pyknFKmtXDj6uskrs1uiVgkAAMz5OVyHCw1uOYFiM8rY9uSXZx9mUS9hi7097bDuEFz2qwMAiCjpIxrMwPRM9Tj8LtkVp0IY+bwpiRml3A7Mo30Uilv4vKZc+0zJUUlFJSU0XVnMI/2TdAoTviuZ61aT1X7X/6nOkAd6kEDVPygJqgk2X9gfYaJjpjTH5L5uncAyMtYd/kLl96l8+TIefzGHcShyzrqd+/I1Y2DuH18IX0DXLj1Pg1puYKDLxLJKJJSw68BXrb6dHa3wreaKQBhKfno6mppFGsdF3Muz2/Ps4MnaOZsyYCND6je8y8ObxpBDy972g36jSsR6dz9lEGHth78Pn0ISXmlNJxxgTG+jtz6kkZoWi4ioYAONcxp4WSOWEvMgsNvkSs0xwautkbcmteauxE5dPewp6mbGc7VbbmxsD0X919GT1vM0qvhPH+fipmBFjb2ptSxN6bboLbs61uX1CIpM6+GM7yBIxHJ+awdWp/Zh94yYfNj3r/RNLlWhHqHVlWNqnrti7phpf69akKqboT9pwSrIqvVLMPqaYnYuXEU4akF5EZFEnxsJqMbuVBaruTUcF92vkxgWDcvHkdmUd3KgFlbHlOjVSAvErPJKiqjnaslDxOyOT3ej99buNBm0XU61bYjPa+U8p/cqvtL5FpQJEVk7cy+1QdZ1NODXFkZZgbaDP77DR7dulEklbO7b12m7nvFlDPv+RybQ0xUJuv3PeXt9v7MvxGOsbaE0lI53Tc9Ybp/NfoMa0/dug4kaPBYqCMRcfVxLDnPN3FpXFN8Xc0YfTKUV2u60KaZCxc+JDPc15kpFz+QtK8/pnpiCnIL2HnuPV1W3KKZowX1rU3REguRliuQFZWwp189VnTzJHDYzy0n+6VQVRkYUN+UVQYFKi9T61e/XVNZIhAIfigJ/JfpLg1FTHw6A7ztWf8oBo8ePTk5tgkPgz5h7N0YinOhXMqHt7H0WHKd9iM3Mz3AjcODG7CxmyenhjVkyKZHfL1zFxcTXdqO2U5STinta9vg42iKi7meRrHG5ZTSe/19nNp2YsC+l+Qnp5J+cz7Dxm4kI1/GnWsh2BlpcWxIAxLSCwmPz6XLtKNIY8MJzcijgb0pPb0dcOyznd1P4xm2/yV6BnoENHHhc7zmvIcBJp0LY7KfCzOvfGbptvvM614LI10Jp7aN5e+QRN6fu8jMHrV4mZSNTy0rdCQi/mzjzt0v6Vx5l0732pbU7LGarKwSXiUWkvH6GZa2P+eW/2tRVc+qll9ReepQG2Gr/V7V2ex3b1dV5bqXiuu/E6yms9fw5Hzau9uw5UksSZcqThsdtz2ltrUuYYn57D/2nAZ2htR1MEYsErBxaiBdmjoyZvUdiqRyhAIBtc31MTfUonMNa95u7IG2WMjz4Giif/KU/UvkqiwpYsWkAAw8GzL9wBtK5ArC43Lp4mPLzan+WBpqUyZXUpBTwMen77gwvilBizsQ0MoTSyNt+jawIb2kFF1dMVuGN6DJ/Gv4OhsxwNcWDyfT/9WX+N/Fl5QCstKycZ10Ae+ZV5jbqjrnRzXmZUI2/b1tmLn1MYVSOToSEcUyOa1dzNk6NZCw9V3p1bkOBaXlDNgVzNmzL7kwqhFHlnRmzKl3iAVC+o7rpTGc8J1IVUpVZSlAPSjwP2af3xzh1U0wdSlB/Xn/k/fA/9cwMjdl4a0I3C11uDHFH3szXRZNCEBeLqdGywDQ1ufRmh74NKlO6u3FtNr4mEvLfVdEAAAgAElEQVSfU5l3PZwHXzO5Nr8tmQ9X8SKxgLt7J7HxaSxxmcWIRQK+JOdrFKuLmS6Pl3XEx9MamUzOi13DyC0u48jeGfTaEcyfk9swef5xjrxN5MCgBrg7mPDnrC60H9YdB0Md0vKkWDSbQfyZiTy5FUrrRo609nfjNw8LJNqay7LzpXKUShVzrn3mzac0fu/fhBl7X3HuUwrJRVLWrr8IxtZY6Wmz8txngoLjaLf5CY7mekiEQp4cv1zxQaa23JrenKC3yTgFtODZwtZ0bO+pMZwVoc5Y1Ud95Q9yqu+bCQSVagKVSkV5+fcSl7qEUHVM9j83xmoi5KWlJGaXsKx9Tfodfk2H7c/IzZVy4F4sg7c/pXePBrSpYY3rwH0kZZdSIFXQqboVYTsH0G75bWZd/URdexN0JSKazbnE8/gstjyNIWl//5/G8EsNLYmhMR4WhkhLpMwZ6ounlRGJcVk8NNcjIqOUBa2qs/ZhNMP7NWSEjwP99r9kV//6zG/jjmO3v8i4PoeSMgUjW8mY9vdbxvTyZvaCI5h71cVAg0et8lIpL1d1Q0sspMHEE9SZdY3wDV3Y/yyB50+/Up6bTU5RGV3qWrH+UTTBEVnk50v5rZYtWQUy+mx+zJtVHVGpoNGyIAryS6ldy4qV974SqnF39+9EKlB975oKhcKK7j8VGkD1oIC6XKBuYFWWAFTfP49vO4s0HZYG2jRwMqSWmSEhCbkkF5Vipitm5hBfJjWrxv2vnrhY6vHqyElkIxsxvnU1EvPL2N+/Hil5Uk6EJfPh3lcWt63JwdBkjp97w98rdzFnzRSNblQFCPuaQrs1D/D2sCIhJo3A+Zc5OKs1xloS7s8OZPiJUD6cmsaz+EzickoY6+tI+4VXkJfLWda+Jo3HHQYdA7rtDGbBlLa4mulQ19qEJtPPY6XBIYKc/FIuj23C5U/JNHWsS7ctT6jtacvtsHRMDbVZ/WdvjHXFmGlrY29vxJQW1Vh3O5IOW59S29mUVkN60HXaMYydHJl/M4JezZzp5G5Fk6V3qVndXGM4K0LwbYfWd28BkUjd8VerB777B6j3agmF3ze9yuXfFxSq5Vr/RCKASkGLfksIPr+MyYHVcDMz4Le1D3i8oBU1J5whKjmf9Y+jITOOUx9TGe7jQDUrfWZc+czDpR1Z+zCa+KwS2s2/hLWjNcNmHQNFOc0cxlea+/yf4pfIValU0nflbeRf3zC+6RC67X1B68DqXNh7kT5je7L4dgS37kewaIQvUy584P3raPxeR6NroMv5LSMZezaMi6eecGhFT4LmtaT16gcILB3J/voVLYXmtIMSXR2aTjkFKhWZp0fxJaWQ5mse8iU4lLizk9HVEtHnwCtS0yvS+31DG/IqNRfHIX9zd01PZM2c6bojmLjoTFaM8uWPGfvYNnoS/YasAHPNegtUZpqqHxtRIrGoMptV/67WwgpFwopsFSpHZdVkKxQJ/7EhArlSyazFZ6jTqjHh7+Np1caDPX3rYqAjxnbIUV5s7MXO53E8u7iKvS/j8bY2YNyKv9leozYh67pyOiiapOgUsvJKyc+XIU+J4cbJpRwKScJCX7M1V6/qduyb1IwWI7Yw9I/e/L1yFwMnhPPp0kLcxpzEu0E1rIy0ae5iSU5RGbpaItq280KlUtFp7X0QS3Bs6sfO/vUB+G3VXa7ObcOheW2Z1m+9xnBamurS68Argh9+pllLD5Lj0mnoaYOFkTZmumI61rCh/54XpCbnkJ+dTyM3M36rb0ugkznZUhmpxVK61utBI1sz/IZtZfe6IbxNz8Wvvj1nthzVGE51VCVEtY+Amli/r4H5btaiJlq1SYv6+C+RCJHLv6sJNB3VnW1INLHFxVKfxwnZ9Ju0h5XLBuPcdwcZFydj1W8vbnbG3Ds2n81PYzn2PplCmYLTV8NY1MYdv2pGhGbk0btHA4KexUB2Iq+vrqFYJsfa4OcGnn6JXGvYGpOhLaH+0AHMuf6FyYHVaFXDigaORgRH5/KblwVnjyYza2kCfYa25YVCyR8j/KllpcPwzY/wquvArY0D+ZJbgKm+Fm+WtyM9X4aRrpj2gaf/V1/if/uXEgsJ3z8YsUjI8BPvmBngikql4tOxCfz1KJodu+5AUTZ/zP4dLxs96jgaY2eqy+ycFJwt9DDVl2BqrMP7z6GEJntw88A0eqy4hW4dP0o/v9IYTnWohf9CYQUxIqCSPNVlAoVc8b1p9c1/QJ2tqn9Wv19NvprWDqbmSRG46lFSUo6+kT5L2tVkwa0I8ovLWD05gGtf05kW4EZKbimfUgo5ejeK1gPaM6qpIwMPv8bQUJsmgbWpV82MiU2c6aJQciQ0GTdLPZ5rWEQekVrA67RceoyqOMHs2TeHg08TWHz7K0mHBmHdYi7Wl26DkRX2Hu4Mbe+OhZE26zrX5mgtc44+NubutOYMPBLC6k4e5H1+T/Pej3Ht0EmjOlcTbQnDmjrQopYlE/1cuN7EAR9bU1ws9dn/Mg4LQy20tUWcn9WadQ+jWNDaHYVSxcekAnydzCiWKbAy0uZISDwG1dwZN24DWDgRengcrhZjWNJecw8CqCBTdQZalWhF33b2fR8QUO/a+q6DVdde1depX/8nGlrZpWW4NfFh7vUvHDn+jD5juvM8Jg9jRwcaLr5D0Pp+zLr0gRnnwxjo70SfOvaEJeezeFtvHFrMJPzWGlquDCJsdUeimrlw+mNtrkSkseviJ9J/0mTol2qu8TnFPFjWidjYHACKyuX02v+KdcffsrazB4ZaEk6tG0DTzn44mulCVgLb1p0gs1jOlol+eDqa0GPlLfwdLbj/NZ2jIQlYGmpRrlBRXKY57aCrpQGD/n5Dw7nXuHYlhJp2hqhUYGeqi4GWiK/HxtJlRDeKZApCU4pxGX+WmmOOM2F6H/yX3mHgkRAeXnoK+qYsauNOx8mHebOhJxcXdMCqWWuN4fwhqtxb6kxUnaUCP2Sk6iED9cAAUOFJ8G27ZtX3azK0JELQ0SNodosKdyShAHsTbYb42mNroENeqZzPSQU0mHqOBs5GXJseQEMXUzbfj+Hl6atM71SDF/feM7+lG3WG7qG4SEZmgZRCmYKELM3qh8tLSlh7Moy2tcx48zWTadueUt3OmMvX37PpcTRvzi/CoWkz7m4eTLumzmw4/IK3EZnEZZYwe8kZUpLz8Jx5FS2xCLlCybHt4xk4ZzQNPW2wMtRcll1YLmfMrL9pU80C30V3OPYymTK5klvhaaQWlFFz0jlmdazB2L/f8OZtErWmXyE5V4pEJESuUFFn7DEcRxxn1qJTFL17ytYd08m9PgO/OZcJT9WsvFHFj02pisyzqixLUDlE8ON01o/rttXSLKBy4EDT86+5Gbks7ePFkf23qFnPDZ1v24V7dfAg4WMk3k7GnBzRiGp2RoiEAqqPPkF4dhEBq++DbU3is0uo72WDy9jTjDn2ljNB0QQ6mfN6ZUfkxf9AQ8vFXB+lSkV5WTmTmzrzx5YnXBjdmOPTWzDvRjgN7E1Ze+srublSEnNKSbi+kD8XD+Z1bB7Dx24kJacEfSN9rn1Nx8vGhNlLzpCYXUqbNQ+QalDnmFNSRnU7Y3q0q0WnLj7Ydt3AwzktMG06nbV/XWDnizjWdKpNYnYx0/2r0b2DB6q0GA6fD6V2TSsWta3J6wNjQVFOmVzJh6MTuBmZRofZZ5AWSzWGUx1qrwCFXPHDCGtVFYBSofxhiqtyqkXtVfxNkgX8IzIsgNKSchIOD6HRn7c4MbMlBjpiCqQKFl/4jI+9KTnFcsJzCujbwweRQEDdvmt58DmDHX3qUqNdW3rUsWfg4OZc+JQM6dFkvnuDjakefTxsNP4gMLEwpjC3EG9LEwb4OdKwUTUmNXHGp7Ebo3ydyC4uw9y8Qoa3rH0NDs9pzfXJ/vjPPI+OrQPZCalM6lWHAHdTJp5+x56n8RjriLly8wPp+ZpzcDPSljBwfHc2PY1BoVBS28GYMrmSqJwSLj6OZe6wRkzZ+5KiIhlRW7vzeEl7vmQWsPj2F6Izixg60I8GTdz4dGoq6Bkzef5xXkbnELO7H5f3ndcYzqrx3RHrx8GBqs2tqj+rM9yq5YGqBCyRaH4hSs1qNjRxMuPryUno6oo5unoPMUn5dKlpydY/u5JTVMbE8x9Y3qEW6858RJEcyYvYPO7OasGHA8N4nJDDg4dfuLKwAzsG1KdJfTsyS6UY60mo7Wb3Uxh+TS2gUtF8ziU+b+jKsfdJ3FvWCYvGf/Dnlc98jcvlWXwWoXeeM6tLDfb2q8vD6EwefsniRUgiT04vor+PLUqlkupmehXEUFbCrlcJJD4PJjtfc6Rlpivhj6bOvP6SweNn0Zi4unHgdTz9pw/jzd8T8bDSY+GtCJLTCmmxMohbj2PYun40IrGIyOhsem95Qtvlt3l+aBI1Oi2msLScWSuv4uPvgY29ZiUuVeVW6uM/UOnUrj7mV/UTEIlFlf4D/0nAagnXP7F4soadMU6DD3Fjdks6z72A5+ijPHqXira2iKFH3nDx1ieaOppTIpOzYN4+HBo3wcRAiwuf08jPL8V3yV3mBLpy6mUKs1b/gU/XNtgYabH4dgRu1pqz8QMw1ZWQcOB39LVFtK9ujZejCYn5JazuXNFBr+NgzKXxTVGpVMy48plRGx9hpCtm8YTmbJ0SQM6FcRy4+ZVBPk6s7OrJxm5eLG5XA7eadthqsKFVIC3nS0Iuj55Gc39Baw6ceEWLvoupaa7Ho/mtWHXgBSqlit+auzLi5Ds8+28mKDqXwY3tWXj1M0Y6Yrb18qbZwhtYN2xC3XbNmH/lI513BqPnpmG1wDdja5FIUDnOClQZcxVUNqrUz0p1hqsmYfVKbvWUVtUMWJOhVKloufoBeloiajubMWLheFb38mL++Q/4OZoTsPweNW0NGX0ylMLcQm4fmkFwSBLFMjmnwpI59zSeNq1qU9PWkL1vErEw1MZGT5fItCLic3/OB+WXaq7RGUUsHeVHgz/v0L+NGx8z83l/cx1mBlo0WXKXxHwZPu2bYqWrw63PqQyZdQwnH29kpTIKZXJufMlm34RmGGiJ8Z1xAZFNNdZ3qU1iVmdCNlz4X32J/12EJ+cRlpHH8ZGNcDDTJS1fhqWhFkoVeM+9Qfrb17g2b0ZDTxvG+DqSLZXxNaeEwo+vUdTyQSAQcHlBe0YdeQPSIs59TiNk/0iazDjPiP6+hGkMaUWopViCbwYWVTcRqLNQlUqFqsquePVr6nFZoUhY8d5vTbF/gmBjs4vpMr0hVyPSGT7Yn8F17cgokRKXX4qNgRZe/erhPWg7CITs3TqB2uZGbHwaSysXc1pOaMaEYyGUK1REhKdxbXxTpvi7UmPCWQxMDEiMTtUoVhVg3WMrzTo15tmDz4wb2owalobse52An5Mxm4OieX3nNRMmdGTnXyfA2JrAvx5RXFzG8r51MOu8kfhzkymRyRm87QnZX8JBWoSlT2Pyi8o0hjMjT8qXyf5sehzNuDPv8fJxYfmSTpTI5aTmSZFoSVgwuD5muhKGL7tBwqWZOPXeymEjMy4v68KmRzFQ3545A+szb+110l+nEXxiDlpiIQ0ffdQYTgAEUF6uQFtbXEmY6lBWLVkpq566fvQsVmeu5eXf3y/8B05aBtpiDO0MceiyhkMbh7Pi/GeKpHJ2DfThYngaeZl57Pw7GH0jfZ6t6Ur9wdsZN7kbvXc+5/S4JqzceIPocCMc95+HslJ27JjCjIthHBrckOo/OfD0S+QqL5Nz+E4UKXGpbNgeQ+b58ax5EMX9sDSqu5px6lEcJ8c2oenMCywb7w9iLRKePAKVihF7DFAqlCxp646etpjjc9sy+VAIb+Jy6dfQllQjzWUDAgTM2v2CmJ296bb3JRERmXRrVZ3U3FJ2jW6Em3krmsy+RJSJDhHVjTHR1mLfja/88ecoBtW1o1imQF9bRJ9mTlyfvIn6s69yOiiakM29ef6Tjjg/G2oCVNdP//N4rFKqEIgElTXXytJAlcZV1QmuSkL9ByoD1cz1KSwtx81Ml61n3vM2MpPwsATK0hJBLgMDc7Yu70ehTIGHhTEzL3/ky+dU5rWsjkqlIvL6VcxnBnJlTmv8Vt6nm58jhqaGBDZy4uhhzTo4peWVcub0ANbciiBy/yA6b3nKNP9qXA+OJzLNjBaeVmzpNRJjPQmjz1TM4MsVKvznXiKxQMrwMR35mlqEvZkuz5Z14EWCL8Pmn+XhorbU0uD6nFp2Rpx5n8iu8x/Iy8qjeUsP7Ix1mXj2PedHNWLxCF/WnAzj6qyW6BjoseRuJCgVKPOzaeJqRsSB19yNziA+r4yA33z5EpHJn7e+sKJjbXwCPAm+pjGoiIQCyqRlP0wRqk9Nom8lKXUZoOI2/J4YqBth3zcUVPwsl6v+EXINTy3EIjqbZ4cmY2GkjVQq52bQF5Kyi0lIyOPO8i5IRAJepuTQdPYlhoztzKqONbE/95aFN7/g7F2TGzMCSMmV4m5jwJXPKbSsY4NMrqT0J13Rfm3Ni0RMaWkZj9b1YuCQQCwD5rBh90MujmtKyJs4ACKzC/myqz/zlp/jwbZhYGhBnS4dODyu4gj2KDaT0MRc6juYkvIlmo4T9jJ20jY+JOT+6vf3P4ZKpSJ0fTeGHAslIiKTST09KJbJOfR7PdbejURaruDqnx0pK1Mi+Tar7eJkwomb4QTOv0JWqYze254hFMDyoCjKZGWkJ2UgEgoYO3WPxnACKOTySrmVWrP6g0HLt1KBuh5b9fivJtgfzF2E34lY0yESCnC00EdHJGLmgHo4WBnQsb0XNnXrMmvBQOZP+42QpCIWzNuHrYkOiYn55EV8ZubljzTuOg9EYubd+EKhTE6bBvb8tfwIt+a0pFyhRKKjWbNsV0sDDCRiDgxqwPizYfjVsQWVippu5tR1Msbb2oDQ9FyW34tEX1vMmJOhjD4ewr3lXViyN5hDJ54z/mgI3pNOM/d6OJc+ZLBneS/M9LWQl2humvBTQi71rEzIiY2jVVsvWntYMObEW44NbcjKoCjufs6ima8jHVbe4fbSzoTF5iAwtiD07/FY+s9k/ZB6vE8u4vDZELrVtyEjIZXdfeuSX1pO6MsojeGEiuN/mbSsskaqnrBSH+3VGtaq3q5Vr1GXA9TjrxWfIfhH5FjVrQ14u/o3Oq2+S2aBjLcr2tOjgyeGuhLa+7ngaK6L38SjmOpICNvSm+NnXzPi5Dt8GlVjX/969AqshmfXpbSddRo9LRGG2mJmBLihVKoqNj38RPwSubrbGJLx4QPTLoTRtbYF4deXk3R8BHGZxawe24SDw32Zdugt8VklpF6ZQVR+EXOmd2Vbv3p0XnwVRycTbn3JJiS1AIEAvhwZzYtDk7Br1gKFTHNNAmWZjJarH3BkUH2OT/Ln1ocMThx7ytfUIm5M8MPJXI+Db5P4ePUGHWraUN3aAGN9LfZN8CN8ex/W3Ykk8e41roRUHFUtrE0xszZDpYLTuyZpDCdUZKZZSekVpPofpQB1lgrfZVYqpapSCVB140BVUlZnE5qOlAIpG7p4cCI0hfbVrejmbcW6Lh50CXSlurku6UXlnL/xEbFjLQJXBpEcEsLEGX3Y2subicsm8fbSMrb19GLS0RBmBboSdGgGhaVyFrVx13j28jk2HV2xiPrjj7OjVx1uPIkhOCEbYz0t/lq4m7h8KdHZFWqFzU9jeX33De9eRmFjosO95V14vaUfBfmlBK2qWJVy6VgQVro62HZei7aRscZwamlL2P0qEb9OTVjQyp1F0zfzu58jf96KoLeHDYN97Vn1W22quVkSOGoHaWmFvN7SF2m5kiGzR3IzIofpzV2xsjNnxoYglk9rg/vg/YzY+wI9A82OFItEQmRS2Q/aVpGoQq8qkQirjMQKqjzwv2tbv2euwspsV03Amr5bP0amsCIokq9beuA/cgfH3iaQlF3MkUE+VDfXRiISMmRoC1yNDajRYT5D+jXi0u4zREZmEZNRXOHZa+7I6OGBhCbk4Wyoj13PrSTkl/A+9h/wcy0pl5Nzex5aWiIOvkxCIhKQnFNKRG4hIqGAMUdDsLTUZ+3DKMrkShrambL34gcmnXrHqN8b066uLS9CU0jKL2P82TB67XqOtkTI7lG+eLpa/a++xP8ualezpm8rVyzbr+TK1wwmBrgQcXg4x8NS2PsiFtdxpzmx+TioVASsuk9Kbim7+niTViKlWtt5tK9rw61Ty7g5yY8DR4PxcLegjZ8L9aecZcCymxrDCeDpbI6Vs23l7qvKmmkV60Gg0lMAqFwFo854lUplpTRLbVUI/7XE8P81cnKLScmTsqNXHZrMOM+YKbupM+kMI3wcSMqX0crVhBq1bQlsVZtqLqYc2TSCHXsfEJ9TTD07AxpOOUNOURmLentSbeA+Wg9bT8dlN6k/cAsuFpo17hFKtDHUFePg7ojH+FM4OppQz8aEy9fD8BvShyE+jmxcd4aFrWtw5NJ7Dq/qQ4ff6uI+6hh3YzIBKMgt4H5cFh++ZiE2syS+sJiH+yZgoMFpMmlhIT6O+vTwsaHl5CPMWT2ZEY1ccDDVZtvzOC5/yqT9uodUszPi5d9/EDSvFW2X38HBTJejp1+yqK07jUbvJyczn+WTW/LnstOMG9Oam7NaUBwboTGcAKhUaGlrVT4I1buxqjZk1SOv/6kWUJtiq4m1onSg1r5q2iobTCxNaexoyKl3iWxYPoCm9mbs61+PgUdCyCqR49hlzfdsWSji+cc0Wg/twbZRvjxNzObq41hC9g5j34aT7H6ZQI+193i1fzTedsY42/ycK5rgVzIcgUCQCWh2/vN7OGtqv/o/jBP+78GqMZzwL9Yq8X/Lvz/834P1/3f//r9Erv/Gv/Fv/Bv/xs+F5tW7/8a/8W/8G//Gv+T6b/wb/8a/8U/EL4kLDU3MVOU6FtiY6pBdVIa1kTZZ3xyFtMRCEtMK8HI252NUCjWq2ZBZJKOgSEYtO2M+xWfjZm9CvlRBSZkce2MdYjOKsDXXQ18iIjI6lvLiPI3Utc3MLVSOTs6oVJBeJEMggMKSclwt9fkUl41ILMbEWAdHE13CUwqQFZeAUg4qsLC1QKlUoaclJCkxAxt7K7TFApIyi/F0NEFapiTi07ssTdWHzC0sVObWDhSXK0hNycLc2gzFt1FBAx0xKRmFeFczJ+xrCk6OlmQWyHC10CelQIqjqS6JeaXYGekiFgnILJJhrC0hOqMIfT0JuSkJKKWFGusVGJuaq4yt7cguLEMqLUOAACdrQwy1xRTKyolLLcDJxghTXS1KyuTEpBWikJYg1tVHoiXC2VwPoUBASr4UAx0RAgQkpuZhb2NMYWYKeTnZGsMq1DFSObg4I0CAnkSEtkRIsUxBUZkcKwNt5AoVOhIhiXlSdCQCTHW1EAsFfEzKp7ykBHMrE7TEQiRCAWZ6WhTJ5CTnluJubUB4ZDSyQs3cqyZm5qoioTHK0mI83e0pLVdQIFVQUFyGlpYIJ1NdPkclU8vNjpzScnLypZUNpPKSEoRa2liY6SEtV1KQmQ1CMbpGBujpiCksLkeWHqmxe9XQxEzl6OSMSCD4obuvUoHw2yisXKGiTKFEKlegJxEhFgpRAaVyOaXlShRVGl0qwFhHTHJ2CYLSLI19pwDahiYqPXO7/yLxqrpBQQD/sTrpuyTsv7tO/VpxVspPYf0lcrWycyS7/iyure3OkjsRPHwcyYOlv+E37SxRBwZRve8WRi7qg42BFsPGbyH5xSoaLb5LbS9r9jSrRuvpp/hwYBg+U86yem5btj6IoaSknP2DG9AqsMmvQPl/DQNLWxrP/5taVno4GuvQrqY1mYVlrH8cw5UWbsy7Hk50Uj69/Rz5va4Docm5uJjo07jPcj7eXUlsRjFzrn5CGJfLvfmtabMqCPGXSDpN6cTv3nZ4ORhqrFBubGXHjnN3+ZRZyLypmygSSXh6dgkr7n3l+JAG1Jx+hVsrO7LxSSyL2rpj2ekvjh+aQL+dwUQ8C2bckgFMaOxEi6W3OT+9JS3H7eHL/SnUm3oO0e3FmoIJQInYBNMOq/mtrh3LO9TEVF+LYcff8vDkDZzaNSV+Tks2Po1l98azSGydGbmkAX80dcZYT0KZXMnT+CxOvEphUn1rtl79SmlpOddH+TL9WCjZf0/WKFbHai4UN5nPwuGN2HDmA8nZ+TxZ2wNDXTEKpYqRx98y2M+RO+HZLGjtzovkbJwM9Xgcn0tCTinXb34AHS0CW9akoZMRBVIFA+vZ02DqOWqzRWM4tc1sETdfyJX57dnzOpGVHWty6XMKfz+Mx6eGJeMaOeJuY0BUejFd1t3HpFRGbS97srKKibl1nch76whcEcTNyf74DdnE1Dn92bxgG3cvr6Zpn2WQvl5j96rYxIb1J27jaFIxvp5SIKVcqSStWMq8Pc+RlciQl8vZOrsNA+o7Ep5ciAp4m56Ls5EeJXIFrib6WBlpoy0RsflpDBt2P2TyyACOTe+tKZgA6Jvb0XrxMURCAQqlCoWywmhI3WMSi4SUyZWIq6wHF4uEyKtuVajyXrHoO5feWzLo576vXwEsEgiQaEs4HJrE8EYONHQxof/OYOaOC2Dni3hW/9mbucvOknZlBiZ1G7P5aQynJvrRfPBfLG47F1dvNyadC+Pqks50mHaMxDMTcBy4H63hvog0qHMUCgQc3XScpDvLySiQkZYvY+jh1+TmluJpo0fwm0TysvLw6FqbJ3GZjBz9F+gasmzNWK58TsFYW8LVcU2x+v0QdXqv4Y/Zv7MrNZv7Yan4OWpO4wigKxbTdfBK7ALbcePEEk5/TMN/2BaiLs0hvUCGpZUh7mNO0qatJ8m5Ugydq7H7VSJN69rxaP5CDr5OYPm9SHJi4/mQlU/E6SkMORqCVz1nSsI1t90BwMXKgKfL2lNSpmDZ3a+cOngLGy9Pgo/OwNJIm9Gn3u3b9HUAACAASURBVFFQJCP83CzkShXPE7JYERTJp6hssjIKyA17jXub1iw9nETHljWwMNDi6NsUbs9qQesrP7eu+GdDIhQQvbMP48994Na81jxJyMJvxjluruxG+znnQVbKzLbVCY/OpunVUF5v7cfu14k0dzFidgs3rt/8QFFSIhMat2Pfm0RmB7riM/kse+e0ZtaAvzSGMzMtG+3cAmxMdBjd0JF++18iFAqJ+pKMuakujuZ6uE++yNT+9fCt78DGbp5oiYUMPhpC/zV/EJacz5rB9ei8NggXvyYcuviB44cXkF0iw6lFa76+0pzloEAAwzc/oiAhHspKMXavjbWdKcnxmegZ6qGQK6jXyI31F8PxsjDG2libnS/i2bH2GAhF6LrUpDQ1CbISwMETFy9XDi3uRHMXC25qeIcaAirJUST8TpRqGZlc8X3gQT1vU/ZtCEJNuEoVlbz0w+8/SVW/RK75MjmnZrem26JreMxsST1rI2xtDfmQVECxTM6O3t7MA26Ep/L3lAD6rrpNj5VdcWsRyJgTb7kypTleIw+ztH1NOvfxp/P2ZwSt78foE6FoiTRHrqa6Wnx8sJLxZz/w7G0yKwd5o1SqSAj9yOwHd8l4/BdR6UUsvfsVa2NdLh5ZyI3ILHTEQsJSS7j7MoH600xp3b4OE/27sOjSZ+QJ4ci9nZmwV7N+rpklZQz+cxRbuntSb+FtEu5eR9erKZ6TzjD+d1+83MxZ3tOT3gsuYqAj4c26rhSUyhl1LITc4nJSCso4f+ktXv71mL/3BR7z2rGrbz2OvEti3U+KnX825EoVK+9HceFuBOYWhrw+NAEHc10W3f7Kvj23qdXEm9W969B37ws+PHmHWTVnqrtb4eVugX+H6niYB2JpoI2xngRdiYjwlEKypTLarn2gcctBXbEIm757ObC0C5HZhdQ0NURZkEPXZTcI3zcY39mXic0rpbS0nDYdvHEw1yU+s4gDW8/TtEcrPOo68e55KdejMujpZcXViHTkGYkEulpRrsGtGQjFHFrciYAlt7k4oyUpKYU4O5vwaVsfmi+/R5FUztT+9ejpYcug+o7c+JKKtb42Mpmc1IIyev11hN0r+3JhRkvSiqV8yiziSXw+jsZa3J3TEud1moOqUsG+Kc2pb9+18sj8KbUAe2NdDHQqTgR5xRW+CwGzzuPbrCZz27njuHokh4JiiItK5cnesYRl5rHqzGe6NHPh9pdsguMLKC7XnOWoGqvy2zCNQvnN+vAb0SqUKoSC78SJSoWWuCJrrbrFVqWqMIgXCgWIhEKUlaPqP4fhl8hVWl5Rs2rR2oN9D+KoX92S/b/7UGf03/Tu05T8knJ6DGnH1J3P+bCpO7KUBOLzi/GpbYVcqWLhrS883TYQ/4Frib6+mIZzr3EwNJlpbdwYv0tzN6xCqUJarqRQWk5BTgEKFXwKjSX54lTsW81j4+Notp0IoVM7D1JyS+jxxz5Sr89hzf0o+nvacPziO6Iyi+jf0A5PGyM+XrzElKXjGeXrRJ0eKzSGE0BfS0gPDyuOhMRzdVoAdR/c5dDMVpwLS8fbRh99LRG+zmaMHBbIgTUH0dUeytH1f3Ph4CzarQ4idFVHQiIz6e5rj2c3D9rMuUBAa09Wd/JgnYbnXlLzpOw7/IQevRoxrVk1+ux4RtzTZ+hX9yB49wjcrA3ose8l2tpiok9OQE9bRERKIbpaImJyizgRlsqLD2lEvvmM+NuUk62TNUv6e7HipmZdsT7FpJH7Ygw2zWcgcq3Hyj8COfXXQDysjbgXnU6gf3XmTtlI3MONBEWlExKfS2mZnL9WDGRoA2e2PI2hrEzJVH9XDHXEbNn9nIadW3AlPOWnneh/JtydzDHWkrB6eANepuZwb14rzA20mH09HJm0DCNdMT42RniPP8nDv3oxed097q/rxchAZ2RyJa16BlDfxpTY3GL6L7rCtTU9sTbQodHUM+jNaKUxnACmemIOvUyi34HNjJg1hBE+DtgY6iAUQImsghyNdCW8T8tj1eQW5EsVbHkUi38Nczo3ceS8TE6r+ZdRKVUEtKzNti2XkVjYIBQK0SrX/Foi9XFfXedVk6lY9H3kVqmsINYyubLyT6EAlCoQC0GhBKVChUhYcb1QIPgvddz/KX6tLCAUcOpdKovb1mTw3hek5JYQlVnEsmltWbn/OSt/q4W0TIFXXQd67nnBzV1j6Tj3AkcXd+JhbD7peaVsDY5jz5ZxeEw6w5M13VkZFMnVz5kYfDOz1URkFMvIKJDRulaF/d3ouSd4cWA87hPOYuPXgr0XP1L84Tk5fm7EJ+VDYRYJWSVM9a9Gk8V32PSHP9e+ZmGiK2LBkbsEnVyMtbEO92LSwdJZYzgBdEUitERCpq4L4ubq7lAuw9/VAlczA3psfsKSAXVw7rGRcZO78f7yUlYERTJiznCGb37M8pG+ZBWWEReTjUfHmmx9HEu3bj7s6uPNjuBYtDS4SA/A0lib54eGEpKYS+sFl9kyvQUB0wKQK1VMvfiBh8evMnLGQGYHujLs+Fue3AwBeRlIi8DYEk/fmizq6UHT6QGk5pYiV6jIlsoYueUJBVk/Z+P20yGSMP9mBF0mDeFLTA7DfZ15EZNNcEIW3T3tWXnqI8MXjMel73ba927OknY1mdO6OqY6Wvj8eZukT5GcXtuXxOwSmo/aSdbNuSy+HUEzRwv2aLCEFZmYg7OpPvZGuky//JFLoWnUczalp4c1566GYd9qHju2TWLGmOZMvxBGvcbVsTbWZvHtFGrYGfM2NBHD3t4s/zscsY42R96mkF9SxsYZrfj7sWY19EoVrO/qSRM3U1bufcaTdylcmezPtYhU5m9/QrlUBkW5ICvGpkEjTk5sRr86dpTJlRjqShjfxIUhR0OIisqiX0Nb5IoAYuJyUShUZMo0m7mq8WqJv2ecVdfTAIiEQhBSWVNVqr4TraiK32zFtYJvxPvzCcsvkauJroRLF14zppETw9tXZ8lf15nTojpGOiIaNnFjzKl3DGpsTw1TQwJnncOod118/GpSKldw9vpHIrf3wrrTWuxm9OT20s40GriBhGvzGXgkhEKZ5nZo5RXK6Lj2PtraEq7PCGCMXMnqB1EM712fQBdTbkVmc0ZWxr19J0Fbj3F/jiExv4TG44+gbWzM+5RiDp98yctNvTl+OxIHM12GHA3h4/tEiNes4aBIKMDOSJcpI/3pOGoL+/bPZdX9CsONLcN82PQwhs4D27J70zn2mNuRc2oEtsOPU69hNSbP2Eu7Yd0RiUUYSCTs618PU30Jlj138HrPcDbranbpn0QooNG869T2tOXLrv48i8ui1cp75KTlMKSfL3uu/ElsZjH1p13A0NSQoE2/U81Kn69pRdyNzeI3N0umnw/j/eNzOHi607qxE708rXi1tgvtX6zUKFYDIz0617TgWGgKkSHhFJQ25+DrJB4Fx9BmbRdaNXECIGjbMNotuMyWHl5kFElpPnwrp7aOppqpP42HbWfo+K6gkBMal8f05q64DdiJLDZLYziFEjENRu7jwMrepKcX83BOC+RKFZufxrBjagC2+u3pOPcCnbs2YFhzZ+buCsbGWIdPn1IZ4efIMztTPH5bAPa1uLiiO77OpsRmFvMiJYdZHWrQa67GoJJVWIbXiIO06uzL3RVdmXP1E7V7rUVs68KUYU1xMK6w9axrWbE2SVauQCISMvpEKG+eRYCinCljWrKwbQ1sjXXoMMSGzAIZBjpi2t/VbM1dQAWxQoXbmVgkqGxiVX02KpWqHxpZwsqttBVZq1oFoVRVlBKqlg3+T/HLDS2fZrWYeTaMM2ObsMrElOJyOduvR7GmXx3+OBjCJxcTXiUW8nRDH5pNPUXWmdFYdFjN3nWD6bwzmPt7xtNm3kUGbupDYL8OBKy6z80ZgXiv1Ry52pvpkZNTwKWFHfHutYqBk/tjrCNm99EX7CgqoFPvZri4WbNw6mz6j9vCwlbVufgpGeRlHJ7TuqIZ09CVjU9jEQgEpOZJCXsbT8K+/uQU98DZfIfGsEZnFuMz+iDbFnXFvnFT5ux/TU5UJI1+a8aFB9G8WdGep9FZLO8wjfyScoK+pLPhD39+q2mLaIQvS+9F0W+4DxYGWtRoO5tOE4cQc2IsidmlOJlq9oZNy5NyaqIfbmYGjD/7nrfvUzgyyZ/qVgasCIqi6cIb5IQEs3XLJH73cSIoIp3R615jZKTNkWG+3I3OYO9AH+wmNUNbLOT0+0S6zjqDubM9WZmarbnaGWlzJCSZrl6W3La0pOWq+zSpa0fbgOokZJXgYqbLRD8XPKZdwsLOglar7lPL3QK09QiobsmkCx+w8vKiYw1zLrnXpu2AJfyxdAI7lvZgYredGsPp6WjK5aPj+JxWwJ2ZAWx6GsOLqGzCQhP5tLkHQVEZ6Bjoce3EPbSGtiP5wADabnmKTz0HJEIhOdnF2Pq35vacFrxOzmHgkRBC3yZgbWfKkVGNNYYTwMxAwo3dQ4nOKcLKWIe9/etD//rI5EoEwLv0PG6GZ/EkKreyvvk1Po+cnBLadfQm6O4ntuy8w5ZyGUgLmbVgIKMaOn2Tamnu/z/wQ9Pp+7FfUNn1V6m+N7DUoSZRdf1VXUYQCgTfstuKLPgfKQvEZxZxe5gvnj1Xk9jXm86/1WHToxhW9vXij4MhHBzbmBlnwpBIhPT1sMGnWS167X/Fm6OT6bz+EWcn+/PHmXfcXtkd3xG7Sb00Dds2C4kf5ouxrub8PHXEIpzdbIgvLIayUnydDGjrZs35+1FcmdGLxbcjmN2pBoNW3sanR0d67ntJv8b2ePrXY8CMo6BSYeXpwZ+dajG0vj2/7wwmYkcfBh4J4f2ndI3hBLAx0ca1Y0MCnC3pu6I9NoMO8+rQBBqN2I1P20Z4z7zKtbmtqT/yAJQWkHp9Hi5jTqI1rQUHnyWQlydlZYcaHAlJoPWYgUQl5CERCTnzKZXUAs2upHEx1+fomxRehSYT2NiJxYPrMWjrYxRyBbU8bBndzYtJ67pwKyINj1nXyIiI4uCqPnhZmdBi6W1y4hKxcHWmursloa9jMDY35tn2wZgZaNH6gWZlYwXfdrLNPhhCcdRHRvQezM2XiSzp7cnYI2+wtNTH0kBMAx8nzozw5fS7BHp7O5LVqw6XPiXzKSob37p21LE1Zlj3Omz5+IZLj2PZPMQHUw3u0IpILaDnzmAezW6BVcv5dBrdB393C66MaYJ5wBwsff2R5hWQdHE6kWlFDD8RytGhDak9YCtDGw1iQPsapObL0NcWs/BYGB/XdCQq3YP4vBJeJGu2oVlarqTz+ocApD+7j1v7jgT62FMik6OvI2F4fXvqtjBh9YMoru49g0tgC+rWsiJFX4K/uxkrOvbGwlCLnKIyToSl8Nf2IP4qzAJzO7Q1uPQRvjWjvjWoFFXqqmKRAKFA8G2NUkXmKld8N+5WKlWoqtRclcqKhphIKECuUFYoC/6JzFVbW8ylz6kc3jqW0ftfcXpiM5pNO82efnURi4VseRLL7oE+BM4+j8mgBrSsY8OhK58462bGwPbubA2Ow9bCAB2JEJGJBUvufuXy/ulsfBytUcs5oRAODfdl6d2vtBvdn9wSBa+Scpjbz4satoYY6kpwNzOkZ7f66GuL8bLVIzm/jHo1LMnMrE1mciZbR/qiKxbRfvBq6vbojFOnFTTs1pb02CSN4QQq/GRNdPmSWcDCW1+4vqIbh98mQW4KJ0c0wkhPgpZICColqTfm4TLqJNcWd2LNg0ien77Os+Nz6LjtGWdHN8ZUV8LD6Dz0tEQMqGPHfQ0akANEphVgkFqAXC7nxftUTPS1eLWqE59S8smVleFgoIfXtEvkh7+j97g+bFjRgd77XvL62GmWb5pGx+ptickpZviGB1xc2BFncz3Of0ph06n3ZGlYLWCup00tGwM2rOiInnZnToQmsnlgPTqP3ETS7aVcCU9h8oYHGJsbM+HcB4b42NFx21Pev45BkZeFq6835QolK4KimNrMhXud2tOlkQO7guPJ1uAOLWMDbdJT87n8KQWhQ02uH79DdEBjboQkE3VrBf5L73JgaReexmSx80kcfRrakpYnBSNzalsaUc3EgLHHQnD7fTcdezXDZuhRnv3Vk7RiKbtuRWsMJ4C2WMjN2S2xMdFBWt6Orc9iaedqQU0bQ0KTctn1KoEJjZzY3tOLBa2qk11cxuUvGTSpZsy2y184rBNNy4aOXLgdjn8TF5bNaEcNM33KlEom99mkUazwnSCrSrJUKlCiqiDYb6HOSNW+sxWvfd/1VfVa4S/YI/4SuUrEQi68TubEcF+SopKQiIV4NXRn9rVwLk7xp2GPxazouJSmgbX563EMvetYY9avLgtWXuDp3jH02PCQ+b97s/FpLMEbetFx1T1cTOvSxduK4J909/6ZCE/KQ0ss5PaZh7g3qcedW2F07+ZDXGoB02buY++WcUy7+IEX995zeW1vhm19wpnpLRm4/SmLB3nTytWaHjuC6dXMCYQizo1tgsm05px6l4iFsQ6XrmgMKpGJOZS+TCDocRQnp7dk4pEQ1gzwZszVFf9Pe+cZ1AQate0rhZIA0gSkowKKiIo0Cwpir6vYe1vL2nt37Wtde++uHXXXrtgriCgiKgKClV4EIUACKe8PjLs73493nYk/3m9y/WFgEuaEDCfnuZ9z7kPUxwLczEx4lPmZieM70mN3DI0CalKuUnL/bjK3Ds2k/44o9owMZMSxZyQkZFCU+ByNpjcGIiGZOtxLBmBrJWVFD28cqkmQGIpIy5ex4EoSn2UKElPyUas19OrkzazVXSlTKGm77h61nM2J+msFn4rL6LsjmvT3OZxb2IkCuYI+s28gS02k95hw7tzRrYSRnPmFwb5OGIgE2PfYzO2twylVKnFo0pzQ1Xfo1swFvybu/N7dh9V3UrmYkk/cqXNk3V1D/4NPODLEj3e5pThbSzmfmMmkDu4IBQKsTcTEmumuW8BaaoChXTXmHYwjdlMfissqadV7AT2m/UyFUk32g5uMfPmKRm2CODDEn18jkyl3V/N8W39Gn3jGs8dvGdjTj8MjArEwMSC7jQftl18janknDpjo9kIrv1hBywUXkWVlUc3Rka7tvLiSmo9Cpaa+vTnmhob03vIApVLFqqG+uJqZMNTXEdtqRsiVGlbtj2bf8zfsXNSVSrWGxX88Y2IvH/JklRiJdTuJr9VctdUr/H0pJRIKqNBqrP9Y9a19nFAg+Fc1q+0kUGuqku4PkQUsJGLeJGUT/bGAaaND6L31IVdmhFCv9zqmBU8kfNJguq2/R9SitriFzWTWueXklMlx8KmHUqVG9kWGi5mUuFfJvPKuzrlZYbQYs4cHu0f/Z5H4v+DlZEFyfglUlBM1P4wP+WUsikxmc+9GmA3xZ+XtNLycLHDo25Rf9sXyYFlH2q2+Q27MPdZIDWkzqwa3Z4aQ/UXOx2mD+O1WGgcO3MbcwQ6RSHddDQCO9ubsG9eUux8KCaxlhYmJIX1nR7B2flfWnXpFzNL2WJgYELLwMhWKCm4u68rL/C+4utuz5FoyJ8Y1Q2Iows3WDNc2dfhlXlvKKlR0WXqZinLdHrWMxULOvMolPjWf57efQHkxFl4NCG/vxYZZ9SkpV/KuSEa/vTEUFyvo1MSF5i7mzL6YyP3zD5kyuQsTZoTQd28MT4+fpsMvg1m0uBPudibUXarTULG3lrL8ZipCoYBXh8eSX1JBjyWXyTw4iGnnE7n5PAuhUMCiyCQsTYx4mprPkT0zKC6r5I9BjVGpNbQYtIYnEXPp4FmDBVeTeZ6Sx9YBjSnW4RE2OaOIFhbGjO/gjt+wHZg4OPHTlJHcvPuGT7kyzH2bUcPBktTkbNqvusWgDnWqLo0GbuLunnGEHI7gz0gJDR2lTJmyHbGbN7aONgw78pQPOu5ztjA15MTsNtSoZsyKm6lE/BWHRqNhS2kZHX4KwNXGhPysAoylxoyYeRiEIuy869HE15GmtSzI2D+Qcy8zGL/hLnJZGZTLWH2gDCOJEZU6vNAGqjyPNVU6qXbKCvjW36r1ktVWpdrRXW3XgPZ5IqEA8dd/eW3nwQ+50CqvVNOrkzdj19/h9dberP/tCJ9GBDDwl+6MPRrHpUnBuB29Q9wnf0JH9qfX1odcmtaSPxw/se7eW2YPD2Lyoae0DnKhUK5kS/QHTq8fzPaYD5gY6S5pfS6vxEAo5OaeCaRkyZh29gXFxQrMJGIyvpQT+zKbqzNCGHQwFltbExZGJtMp2A1l0+FcvJNKuzV3GN7endFBbgxoYM+m+++4sLYvJgZi2i04p7M4ATKyirA0NuT5xy8oVWqSXnzAL8yXonIVjX3sKZErmX0xkc5t6nLr0Qd6brrP85UdWXg4nuszQnAbcgAyk1m0ahwWEhGKSjUpRSW0CfPixn3dfhAUlSvxspPyPA3Gju9MiJs5dW2q8aWskpaLIyl4+x4DCyscXO0QCgWcuZ3GAztT5neqw9Ehfqy+k4Z7l6Wc3zMZ75/XYmQgZHvUe34bcxFDuW5bcVRqDas612Xl7TTuvMtl7u7HuHs50Xl7NI+vxfLqjzHEZxYxYUc0Y8J9OH3kFsNi0tg2M4y/4nO4ejEOl+AWiEVCPHuuxSXQn48vUlhkLUWh0N2CwjqOFsxs446ZoQFpEZPY/+Qj2049p0xWhr9HdWa0dWfg8qsM7RfIwtbu1Oy1kT7DO7BnzWA6Lb3CmUPz6Tl8FYsPCHBq0QpHx2rEHPuTOZsnUaO1O9126ixUKirVlCtVGIqFTGtRk7VdvVCqNRiIhBTIKhALBYwNdKGkXImFSWc2RX3g0r23XLqcwFUDEXOWnkJi78Se6a3wtDZDKBBQVqHi2ts8Nt/UrV22RvN1vYxI8C2ZajRVU1baSlSl1qBUq79NXmkvsDQaqFBV6bPfugu+FtZqteY/G3t/V3ItVajo7mXDw4Qa9N0fS8yxmXRceYOr89oS+Mddkno3ZOfScMKnH6Xw4lQsu21m+U0HtvZuSFD/1SyJmMujtEIexGcyoUlTZm++Sy+fDvg5m/FXue7+uawkhmjQYGliyIaH75jT1pMJB55QplAxdMsDuoV5Uqf/VvLOT8VpxDG29GnEx+Iydj74QFF+EXkZlYSOCsJxyCEsbSyrKuyft5N4ciqNg9y5d1JnodKgti1Pcwpp712dnC8Kotb1JHDQBvYMmEa3Onb4/LSEiN1T6bf0MhJTCRq1hp92PeLCjFDcwtcT1qsVD+9LWXMwBrVKTd/uvkxs6oqHuRkxxrpNriUyBXdTPnPy5yBMjcVcTsqm785HpEQ9ZeiYzkxb2I7i8kpOvMximK8TztZVq4gXRSYzducjNvwcwMzLixh5/BkxMe+Ql8qpZl2N3xd2Z/PogzqNtVBWQUL6F3auOYJL82B2TQrmWFwWcS9zsHBx5rOsgok7H3F2VmsS8oogJ40eg8PoUd+RcqUKb6dQghzN+SUiHvfgJjjUMCV++UTi3hcRtlx3l69J73IIcrMm54uc8J3RHBsZiJ2pAYEOVjTpu4JhJ+cTu7E3Pbc+JPeLHD5n8Cwpl4htJ2nevwt1bM3YtWMqP3k7UCCrwLaaEe0rVUwatw7HsE46ixOqtMZR26Mo/lxMZUEuSKshNDBAXVJEx94teRT7gcNTWhKZWsCW7ZGMGt2WK7NCvyUygJkXEhm55iYVWR8w96hLHS979vT3ZacOJzTh3zu5tAlSW40Kvla1VVos30autNtqxV+3Jai/TnJpq1pDcVVf7H89ZH+X0GFqLGLumZdcm96Sx5GPiUovYO7ARiTnF9O+exCLryZR16oage0D6b47hn3Lw2nraUnbJVe5cWA6fkO3sa1XA9KevMTUWIxzLXsuJuXTzMlapxdaheUV5JQqaNxnJbdiPmEgEpCXmc+QvTHY1TBHXqnCyMaO7ntisHGwxqW6lF0PPqCoUHF3VXf8m9fByUrCzVXhSEyMOZ2YzaMDE6gmETMs2FlncQJ8LqsgKVdOUq4cm2pGlJRXcnHnL5QqlMy6kAiGEirUauaMboFHXXvKcrJZ3smL+JwiIreP4ta1F/g0duP11t4o8nOY0bImAX1XYmygezfJug7mTA6uyZiI5zgPO8yoeScpLpbz18bhLGjtzpHn6ZQolMwMqc3BZ+nUGLCfftui8HWzYGgXLybvjsGt5wZMjQ24s6wzl5Z15eSUUIrlKj5+1u0QQYVCSUqhjOqNAtg+3B8TAzGzQmrTvLEjj1d24UX+F1aN9KfH2lt09XLAf1A/GjmZYdtyJseiM/h9wXacqkno1LAGV6a1IPlNPiVyJcmFxVRW6E4WkJqbcSc1l05rbtO/uQs9t0fjYGrMxNPPmbf0Z8Yej6NAVkH/VrWY3qIWKdfX8ObFO+YsGkYjV0taLbtOHUszXH8+Tq8d0Sgq1cTdfMqDP1cwv6+3zuIEsJIa8GJtV97s6s+zQ7/was9gkncPYOSYDvT3s2fFSH+WXU1mVIAz25d0rxoj77mc8G1RHI5PJz6riE096pOwpTfPjk2lbUsPHp+5QsPxxynR8clFyz9NV7S9rFWdBJpvcoGhWPg14VY9R/2P9TNqzd+uX98jCcB3Vq5SAxHpHwvY/PAdzw6MpsX8i9Rv6Myuvo3IK0zFspoxZ17n8GvHOvRbc5OOPlV2fe1CPTmXnEtoeAhnEzPpN7Q1My8ksnZAQ4asvcUvQS7fE8b/Sm5hOeE+jjjtmoS1xIjTidkoK5VsGuTLm0IZK4+/wC+oNs7WJlRWqnFtt5AnpxdQWFrJ46zPuNiZ8rm0kh6rb5Cw/ic+yyqoJjFALBRgLNJt0srIldHZozruNqZ03/WIx/cSObyoM0+yvvD+YxFp5+Yy6c8XKJRq4qOTSTsxnrIKFW0Gr8TKtyktWnvTup4N864kEdo9+FvvXotJx/DUsRlGYnohHUZtwrJeQ/qE+9Glng2BL8///QAAEtFJREFUzlZcSMqi32+RKNLT2O3pTYWiAqFIyKNN/UgvLmPN9VSUShXHJofg49SVhZEpNJl+BqmpFDMLU4Ia2eOo455cFztTNp1L4u6idphLDeix6xEaDUT8HEhKtowjjzJ4Ep1KReZ76owrZd/M1nSqV4P7o/szK9QdRae6mBqL6VanBl5jT/B8ax8qlWrGzz6MkbHu/q6uViaUK1WUy8p5+rGYoa3c6DV8NY16/cRvq07h36kFWWXl/PbrXs52ak+Aly3GplLGBLnSceMDZvXzIbTvYgRuDTg4PIBao4/jHdyIoXtjqF5dtwsKc0sUOPTcgkM9TwIb2mMmMaBSqcbIQESlWk2Imw0igYBJf75gTpgH12aGIpgVSsf199l39hXFhcXfthJb17Dm7PQQ1v+0iBK5kubNdNstoNH87WylvcRSqTUI0Xz7uUBQdUGl+rq7TjskoH2+Vir45+WWQPDfN9V+V3ItKK3k6uw2hI7egc+6IZyd24424/dxrK4Ns9p7svJyMsXWJrz7UkpNdzsa2lZjyNaH7BrbhCUXXtOmkT0H77znr3HNcB+6n+Udh1Qt3gOdVq4SYwPC1twluKE9ecVy7txPJf3QELKL5AzacJf4td3QaDT4zrrA4K71GbllPDK5EmMDIWE1bbn7pogRh56we1IwrVbdZm54PQ4/SmdTuA8dvex1FieARlFG1+FrQFGG2DMAJ3cnHn0qplVNSwwNRfTcFU36pyLmDmjIwIDONJj6J8/X96DPpEHMCqlFk+ln2NW3EYMPxrJ/kB9HnqezZf1ofj+bBLrtGsPD3pzzp2YjkytxrS7l+acvhCy/SVb0PUKH9KB/QAivc8vwtJHQ0bMGXbY8RCAQcHCYP4ZiIcMPP+Xp8dO0Hj2Q1zv6YfD1g2rFrVQ+6HiIQCIWcX5GCI2nnCF1Vz8mhtVi1Npb5HxpSMf5Z9GUyUj8YzSNp57h94nBLD/7mkFzThK1cwQDdkajUmkIC3RGLBJi52zL2/xSziblsWbZQOYPOKqzONNyZXT1dmC1vSWFpRUE2Fvy5OxS/Hsupcf4AYT72LIv+hPzlv7MlBa1OPsyg9BpoSy9kcriHvU4GpeJuLYv1R2qE77pATG/h7Pm7luObz9NmlJ32jCAtakhdw6PRV6pQiAQoKhUITEU8TSzkPMv8xiz5iY7ZrZmTpgHg7c+wFhiyOmJzTkxtgmVKg3nkrKRGgrp7mXP2IjnNBu9B/fAhvQNcUOi45NWlbGMhgqlNmlWJVKlSoNY+LcmKxYJv+mu/5Qv/l3VCr51E3yPe993vSKRUMDOxx+5sHUUw6YfwkJqwOalvVm37yH1a5ijUKhILyjFrZoJVhYS1t5O49SUlvRfeY09g/y4+TyLOi6W7Ip5z4VVvQia8Sc3lnVlQkQ8BjrUXNyspaREPWX/70fp2dAOkVhEbrGCxoM3Myrch7V30yiRK/GoY8fcMHfGrbnJ0RdZ3HiXj1gkpFReSXUrCZvuvOPe3DBupxZy79gFllxPIeDXazqLE6C2mz1Zt1dy5OB8sg8PIftjLvXsJEw7/Ix2AU6UlSmp7V4dOxMjHEwk9OnSgLGnEgjzsMC/23yUpWWIhAJSU3IImvkXVhIxjz+W8DmvmMT0Ip3Gml9WwYzzrxi67zGO/fYw4fBTGte3Y9umX9gc7kNTZ2taulry5JOMmj3W0baxA9v6+9Jzy0MaDNrK3A6evL21ljmtPOi7Nwa3fjtw672ZenYSatnq1rhFLBJQqlAhFAlx7reLqI/FeNRzIr9UgZWdFVE7hqFUqanpYU9agYK3yRk4etdhX1wG7jWt6NTclV/bePDgeSYZr1PZF/sJH3sJyw7EUlmpu5vtClkJiko1N2aGEB2VxqrbqQRNPY1pPT/+2vwHo9ffISevlJEBVae7y4n5zNgbi7+zCf0WXWBemAejBwYRObsVEokBo48/Q2Io4v6hadRt31ZncQJ8KVfyOqcYmVxZtWlYICCzSM77Qjnzw9w582snZu+NxUgk5OTklqjVGoJG7mLk4acsuPKaYBdLLsVnM/fSa6aE1iJq9yhuzAxhVKArcqVuTYa0latWa9Ue5w3/0fKl/uqcpa1WtS5amq+JVlu1ar52DwBfv/9vMXxX5SoWCbj/NINmNc2ZObsX/kO2kHxqWlU7RvR7Do0IoN3SSC7ZV2NySE0Gr73F+yBH2rWpR78dUZyZ0Bzf/uuJ/mMKxxIyEYlEVCjV9GvqxPwtutNcMovlNB/ZAgupIR297PFf1ommcy8Q0jMMqYGI9rVs2P/0E939HFhx8w216joxLsiFgCmnWaJUsmFGa4b4uWLdZjGRzZ1Jzy8FQwlnD1wCA9025pcrVRSXVTJo6WUStvfHSGJE57oOnPfIY3E7T/wcTTn2JAuxQMCCi4ms6uqNxFCEqbGYu6eWMuv8Sy4mZTF/iB/BztbUtjNl0/23tA7x4MQp3VYuhUXlvP34hXk96tJiagvW3XuLsVhIpzr29N0fy+PLDzGoXgN3Lyce7J9AeYWKkKnHmf5LGGNnhzLvchK9Fl3EWGrM0jHN2DvQDwdLY5bdeMM7HVeu7/LLWHo9BTtHa57tH8CtpFwuPXiPk4WEgqdRtF0s59qiTrxJ/ISZmRH9wxvzID4TMyMhN64m8NHHjcVtPXmfmsWNjYOQGIgYczQOcyszLKx1d9wWGUupNfIIeUeHUZrynFbDA6lj34RJzdwYdtSZzMwS9g8LwHP0MQb2DsDZSsrm0UFM3f+E6o62NJ0aQUjr+jQ+EsGgPgGUypWkF5Qy+vBTysp0+/6rNRp6L7mMqrwciaU55Vnp1KjvTWigM78fuYRILGJgl/q0mhHBnHGtuLegNUpVKxRKNS0WXqbLtRcYSYwwNDLk0qV4yE+H8mLq/9SVajo0boL/12JQ848kCn8PFmgRfnW80nytcrX6rHbAQPsc+EF9rhoN/D7El34zjhC9dwyXQpuw4mYqxxZ2ZOiaG3TxtOHItFAGbbhD/zltaRzgxuoLyZz+pSkNxp9EXqnGJSiAU6+ysDYR09DPlVW337CumzfzvyeQ/wWVSkNIHRs6e9iS8bmcNsuvMaR7A/afisO/liUlFUqcLYwY3NiFjfffcnpcM3bHfsTG0YZrc1rhM2AzU0ViEk7NxsrUkAkb7/Hu7CziPhUx7/QLnl/XXaw2JkZMOfuKt/sH02LZTY7Nas2EMy9Y2MaT93lljFgeSe6x4bTbdJ/S0kr2Pk0no6AUM4kBu/o25PK4ZrzJlnE2KZun2YUsvZ7CzJDaBDtbEudSXXeBAt4ulhwb24QJpxMYteoGl5Z1I6WwhJpDD2LlYMOW5X0JsLfCppoRPXdFEx/1msi1fTgYl4HHyCOMG9ac1H2DySmS82tkEgdvvycxJhGHOjWxt9Kt5qqoVLGnb0OW3HiDvELF6utvaOxtx4YH77Fq3BRZkQzX6lIe/d4T/5F7CJnamSldPfn1wFO8G9diSz9fIpOzMZYasyXqPQ9jPzK9jw9z19/ATIedLRo0uNdzYdmNFBLPL6KgREGLoevZVqkAY1Pu7J1AbVsTIn7thJuVCX4DN7BF9pkV6yZw7VUedx9e54OnE4/W90IgAP+uc0GjIenGOk69zGSmDv1cLaQG3NjShzd5MqyMDVGo1HwoKeXMs2x+HRFIsLM1KrWGyfuH0mf3I7adfMbuyS2oZWlK9G9daL7gMu6etizp5IWnnSlFZZW8zitmzpHn5Mt0N/WmRduXqlRpvlahGgzFVV9B83cVK4AKpebbeKvo62VWlRfs1xauf2i1/7Vy/S5ZoLxCSXFFJQEdmrDkWjIRY5rwx9r91LYyxdzanH2xnyitVBIU4MrsC69Y2r4umZ8+8+BDPpOHN2PkoSecnhjM+t+OMLCRE9WrGZOVV4pMrkSsQ83V1UrK9JDaDD8QS2qBjFNTQ+nv40Dk4s7YmBhgb2ZMuLcDHwvKkCvVjD7xjA7u1bG1NcFn6C4ws8K5oTcNx59g/OkX3F7elcxCOXsefdSpNgyQmidjdRcvFlxNRigUMHJ7FHcfpOJkJWFcRDzTRlVNhpWUVKBQKGnoaIqrrSkOVlIuvc5iyJE4xCIBF2MzmPjrabLyS5l2JoHItHwUOjbDSMsrxb/fGkK9bHi2pQ8j98Sw68ZbXu0ZzKt13WjmXJ0Bu6Kp3XomXq5WxGwdyPjDcQz1dSTn2HCcLQxxH7qfXpsfIDUSY2go5OHWwdycG4bov5YD/5HaNqbIFEquRn/gTmouT6JSOHcujpfvC3i1rhu9u/tSoVLj338tKEpZu/EyN5M/8+i3zkilBkw6Gc/r3DJ6dqiHoVhItzAPlu9/zPGlXZHpcDjD29mS0+OasnHtKZ5nFtJi8FpqtwwGQwknNv1MdTMjbJtNpueCs/j9tBDkMk7un8X8hYeqLlw8/HkfeRGX6lLKK1RgYc+4JROY9OcLTA11q2MWlCgImPYnBXIFtuZGyCorCalpQ7CHFcHO1mTL5N+a8ncOaIx7nRr0n3+WoIHraDb/EkuG+TG+VU0WX0li4p8vUao01Lcz59a8MJ165IJ2c8C/Bwe0AwJa3bRCqf72mKrJqyoZQVvxqjVarVb4tWtA8+OMW6SGYn49msD1uWE0nXOejJa1CBvRl41R7wkJdGFiUzdaTj3O/Y39GXEgltjsQvp09mbnrXds6NmAXRFxyORK/Lu3I3xHNCt6eNNz6RVMjAIR6DBpqdQaEjOKSXmaxIDkdOaPDmaYnzN5JRWMCHBl7d1UUrJL6eZjQ307KcMa+9J25S0eLGqL17P3NG7ijoGBkEvTWxKfVcTv99/iYWvCnn6NMDYQYqZDjxFHcwkfPpfx58UEHq3twZyLicgrVTz5+JnYe4nEXoki98IMIhPzGR7oRCMnS0YGigleeZs9G6Ow9vbhiY8Nx34OZE9De4Y0ciSloISB47fhaaxby0EnSwm3LizgbW4pS6+/4ebcVhSXK9n35BOGIgHFchUR45rhtKA1yVkybrzN4+r0lhyO+8Tu2I/UrC4l5cBwTIxEfMgvw8RIzMNP+SQklKFQ6dYs2UAswGfSaerWd2Lc9mjU2e+4dWAaCflF1J95gXr1avD4w2cmzhpALWsjfG0taOhqwaS/XhJ7Iw4UpdR0bM+nnBKWdqvHsfgshoY34lRCDpU6dM3X3mTzJYcaUgkp5xdiLjUg50tzziVlM25HNGg0OHu6oHZ3Jjcjjz3Rn0g4NZuFV5NJ2T2AEnkfZl54zbEzT3h1cioPP+QzrLETY4/H6SzObwhg/O+30ag1mFmaURj/CNvAFrwIcsHD1oRT9xN48ygeaw93BnT0wrWGGT6OZkSnFTJp5RWkFuY4utrw+OI9rkW+qEpYBVlIZLqVMIwNRMQ+z8K3fo1/uVtpX8M/0XbYfBtxFfxtMaj8apSt/R3K79hC8Z3JVUT2pxwyi8rxaeTM3HMvmdimNguOJjC5e11mnHvJ9bV96bLyOqdntGbW2RcMCnYhLduYC29y6dbem8E7ozk0pgmjD8byKP0LvoG1WXUnTadm2Uq1mhYjtpBwYhoNuizA374zfnMuMaVvA66fy+PQoMa8zS1l+pkEWje0JyIumyfLO1B3wml+m9iSVUfjmT/Yl3arbmNoKOJjaga+QR6cuv+eVX0a6CzOKjT8EZfBw9Xd+WnjfW7NacWoE/FsuPOW8SNb4l1DSrMVt6pMR+b+xR+LOjNk5hEi1g/lVmNHIq685s/4HIzEIl6lf+GelRFL9sdCpYLsEt0etdILy+mw/h6lpRU4OZnTasUtrK2liL7OWysUKh6/yUcuVyL7esw7ePMtxcVybG1NSc8r5VZCNpWVaqRSA7KySjAwEGJmZoRCqdvkmierwLV2DUJ9aiD3sqPdxGBq2kixNjXkYbOa7OrTAKumUzGp34QRvXxZcyoKT3dr2nnbcGfLEEKHrWewnyP2psa0GL0LhCKido9iyfUUjHT4ofWpsIw1d9+CawNaDVvHiGkDeJqSR3m5kqj5YfTydiCrqBV17E1Zf/8tta29iflQgtRIzObw+mQVymnSfR4YGHP98Dy8uy3hfeQyjsd/oqxMt72jttWMuLGhJyq1hrT8UtyspEgNOxHxMpMXGTJS88rYOywAzVB/DERCLE0NqVBWbXxtX9uWDd3rIxRAeYWK8uEBCAQCqknE5BYrGN4jQqexOpobY+Js/q/Fgv80Z9G2aFX5vFYd9bUDBlp5QCwSIPj6c23tp33sf0Gg+a+PBAQCQR6gWzeIv3HV1QrgHxwn/N+JVWdxgj7Wf/B/5f2H/zux/n/3/n9XctWjR48ePf8N3c9I6tGjR48efXLVo0ePnh+BPrnq0aNHzw9An1z16NGj5wegT6569OjR8wPQJ1c9evTo+QHok6sePXr0/AD0yVWPHj16fgD65KpHjx49P4D/AaWWV3O1Q6/nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_filter(layer_conv1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_filter(layer_conv2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_filter(layer_conv3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test",
   "language": "python",
   "name": "test"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
